The available methods are: Uncertainty predictions may be calibrated to improve their performance on new predictions. A tag already exists with the provided branch name. Q1 2021 - [AhnLab] ASEC Report Q1 2021 | rdkit_2d is an unnormalized version of 200 assorted rdkit descriptors. vx-underground, 2021 - [Red_Canary] 2021 Threat Detection Report | , Jan 08 2021 - [NSA] 2020 Cybersecurity Year in Review report | , Jan 01 2022 - [Objective-See] The Mac Malware of 2021 | [Marcoramilli] Is Lazarus/APT38 Targeting Critical Infrastructures, [Kaspersky] Chrome 0-day exploit CVE-2019-13720 used in Operation WizardOpium, [PTsecurity] Calypso APT: new group attacking state institutions. Q4 2019 - [AhnLab] ASEC Report Q4 2019 | [Volexity] Evil Eye Threat Actor Resurfaces with iOS Exploit and Updated Implant, [QuoIntelligence] WINNTI GROUP: Insights From the Past, [Trend Micro] Gamaredon APT Group Use Covid-19 Lure in Campaigns, [Trend Micro] Exposing Modular Adware: How DealPly, IsErIk, and ManageX Persist in Systems, [White Ops] Giving Fraudsters the Cold Shoulder: Inside the Largest Connected TV Bot Attack, [Lookout] Nation-state Mobile Malware Targets Syrians with COVID-19 Lures, [Cycraft] Craft for Resilience: APT Group Chimera, [MalwareBytes] APTs and COVID-19: How advanced persistent threats use the coronavirus as a lure, [Zscaler] New Ursnif Campaign: A Shift from PowerShell to Mshta, [BlackBerry] Decade of the RATs: Novel APT Attacks Targeting Linux, Windows and Android, [Alyac] The 'Spy Cloud' Operation: Geumseong121 group carries out the APT attack disguising the evidence of North Korean defection, [Kaspersky] iOS exploit chain deploys LightSpy feature-rich malware, [FireEye] This Is Not a Test: APT41 Initiates Global Intrusion Campaign Using Multiple Exploits, [Kaspersky] WildPressure targets industrial-related entities in the Middle East, [Trend Micro] Operation Poisoned News: Hong Kong Users Targeted With Mobile Malware via Local News Links, [Trend Micro] Probing Pawn Storm : Cyberespionage Campaign Through Scanning, Credential Phishing and More, [MalwareBytes] APT36 jumps on the coronavirus bandwagon, delivers Crimson RAT, [Checkpoint] Vicious Panda: The COVID Campaign, [ESET] Tracking Turla: New backdoor delivered via Armenian watering holes, [Trend Micro] Operation Overtrap Targets Japanese Online Banking Users Via Bottle Exploit Kit and Brand-New Cinobi Banking Trojan, [Cybereason] WHO'S HACKING THE HACKERS: NO HONOR AMONG THIEVES, [Trend Micro] Dissecting Geost: Exposing the Anatomy of the Android Trojan Targeting Russian Banks, [ESET] Guildma: The Devil drives electric, [F5] New Perl Botnet (Tuyul) Found with Possible Indonesian Attribution, [Yoroi] The North Korean Kimsuky APT keeps threatening South Korea evolving its TTPs, [Telsy] APT34 (AKA OILRIG, AKA HELIX KITTEN) ATTACKS LEBANON GOVERNMENT ENTITIES WITH MAILDROPPER IMPLANTS, [Sophos] Cloud Snooper Attack Bypasses Firewall Security Measures, [Objective-See] Weaponizing a Lazarus Group Implant, [Yoroi] Cyberwarfare: A deep dive into the latest Gamaredon Espionage Campaign, [Talent-Jump] CLAMBLING - A New Backdoor Base On Dropbox (EN), [Cybereason] NEW CYBER ESPIONAGE CAMPAIGNS TARGETING PALESTINIANS - PART 2: THE DISCOVERY OF THE NEW, MYSTERIOUS PIEROGI BACKDOOR, [Trend Micro] Outlaw Updates Kit to Kill Older Miner Versions, Targets More Systems, [PaloAlto Networks] Actors Still Exploiting SharePoint Vulnerability to Attack Middle East Government Organizations, [IBM] New Destructive Wiper ZeroCleare Targets Energy Sector in the Middle East, [ESET] Winnti Group targeting universities in Hong Kong, [CISCO] JhoneRAT: Cloud based python RAT targeting Middle Eastern countries, [ShellsSystems] Reviving MuddyC3 Used by MuddyWater (IRAN) APT, [Lab52] APT27 ZxShell RootKit module updates, [Dragos] The State of Threats to Electric Entities in North America, [Recorded Future] Iranian Cyber Response to Death of IRGC Head Would Likely Use Reported TTPs and Previous Access, [Trend Micro] First Active Attack Exploiting CVE-2019-2215 Found on Google Play, Linked to SideWinder APT Group, [Pedro Tavares] Targeting Portugal: A new trojan Lampion has spread using template emails from the Portuguese Government Finance & Tax, [PaloAlto] Rancor: Cyber Espionage Group Uses New Custom Malware to Attack Southeast Asia, [Sophos] MyKings: The Slow But Steady Growth of a Relentless Botnet, [Trend Micro] Drilling Deep: A Look at Cyberattacks on the Oil and Gas Industry, [Microsoft] GALLIUM: Targeting global telecom, [Recorded Future] Operation Gamework: Infrastructure Overlaps Found Between BlueAlpha and Iranian APTs, [Trend Micro] Waterbear is Back, Uses API Hooking to Evade Security Product Detection, [Cyberason] DROPPING ANCHOR: FROM A TRICKBOT INFECTION TO THE DISCOVERY OF THE ANCHOR MALWARE, [Sentinel] Anchor Project: The Deadly Planeswalker: How The TrickBot Group United High-Tech Crimeware & APT, [SCILabs] Cosmic Banker campaign is still active revealing link with Banload malware, [Trend Micro] Obfuscation Tools Found in the Capesand Exploit Kit Possibly Used in KurdishCoder Campaign, [NSHC] Threat Actor Targeting Hong Kong Pro-Democracy Figures, [Trend Micro] Operation ENDTRADE: Finding Multi-Stage Backdoors that TICK, [Kaspersky] RevengeHotels: cybercrime targeting hotel front desks worldwide, [Microsoft] Insights from one year of tracking a polymorphic threat: Dexphot, [ESET] Registers as Default Print Monitor, but is a malicious downloader. Alternatively, Wasserstein distance (earthmover's distance) can be used for both loss function and metric with input arguments --metric wasserstein --loss_function wasserstein. Formatting of this file is similar to provided features CSV files: they should contain only a single column with one header row and a numerical value in each row that corresponds to the order of datapoints provided with --data_path. If installed from source, chemprop_hyperopt can be replaced with python hyperparameter_optimization.py. Any other arguments that you would supply for a prediction, such as atom or bond features. APTSimulator APT41 backdoors, old and new, [ESET] Operation Spalax: Targeted malware attacks in Colombia, [Yoroi] Opening STEELCORGI: A Sophisticated APT Swiss Army Knife, [NCCgroup] Abusing cloud services to fly under the radar, [Palo Alto Networks] xHunt Campaign: New BumbleBee Webshell and SSH Tunnels Used for Lateral Movement, [CrowdStrike] SUNSPOT: An Implant in the Build Process, [Kaspersky] Sunburst backdoor code overlaps with Kazuar, [Certfa] Charming Kittens Christmas Gift, [Prodaft] Brunhilda DaaS Malware Analysis Report, [CISCO] A Deep Dive into Lokibot Infection Chain, [Malwarebytes] Retrohunting APT37: North Korean APT used VBA self decode technique to inject RokRat, [QuoIntelligence] ReconHellcat Uses NIST Theme as Lure To Deliver New BlackSoul Malware, [Trend Micro] Earth Wendigo Injects JavaScript Backdoor to Service Worker for Mailbox Exfiltration, [CheckPoint] Stopping Serial Killer: Catching the Next Strike: Dridex. Each trained model within the ensemble will share data splits. Using evaluations to compare between datasets may not be a fair comparison and should be done cautiously. For information on the use of Chemprop within a python script, refer to the Within a python script Delimiter between fields is ',' Delimiter between records is '\n' Fields are plain text; Each record "must" contain the same number of comma-separated fields; Quoted fields are accepted. B Values are normalized to make the average weight equal 1. The test set is not affected by imputing. on all of the MolNet datasets for which we could reproduce their splits (all but Bace, Toxcast, and qm7). Evaluation scores will be saved at the path provided with --evaluation_scores_path . This has several implications when running n parallel instances: As part of the hyperopt search algorithm, the first trial configurations for the model will be randomly spread through the search space. Alternatively, missing target values can be imputed by specifying --impute_mode . [Kaspersky] Masha and these Bears 2018 Sofacy Activity, [NCC] APT15 is alive and strong: An analysis of RoyalCli and RoyalDNS, [ESET] New traces of Hacking Team in the wild, [McAfee] Hidden Cobra Targets Turkish Financial Sector With New Bankshot Implant, [Kaspersky] OlympicDestroyer is here to trick the industry, [Arbor] Donot Team Leverages New Modular Malware Framework in South Asia, [Crysys] Territorial Dispute NSAs perspective on APT landscape, [Palo Alto Networks] Patchwork Continues to Deliver BADNEWS to the Indian Subcontinent, [Palo Alto Networks] Sure, Ill take that! Feb 19 2019 - [CrowdStrike] 2019 GLOBAL THREAT REPORT | , Jun 29 2020 - [QianXin] APT threat report 2020 1H CN version | The loss function for spectra is SID, spectral information divergence. Checkpoint ManageRepos now has the ability to sort the repo table by any column (Thank You BeckyEbook!) To train an ensemble, specify the number of models in the ensemble with --ensemble_size . Note that on machines with GPUs, you may need to manually install a GPU-enabled version of PyTorch by following the instructions here. Please Bond-level features can be provided in the same format as the atom-level features, using the option --bond_features_path /path/to/features. Similar to molecule-, and atom-level features, the bond-level features are scaled by default. Florian Roth - APT Groups Apr 2020 - [ESET] 2020 Q1 Threat Report | , Apr 27 2022 - [Kaspersky] APT trends report Q2 2022 | the molecule can represent anything, i.e. The format for the mask file is a .csv file with columns for the spectrum positions and rows for the phases, with column and row labels in the same order as they appear in the targets and features files. Jun 03 2021 - [ESET] ESET Threat Report T1 2021 | Q2 2020 - [AhnLab] ASEC Report Q2 2020 | Previously completed hyperparameter optimizations can be used as the starting point for new optimizations with a larger selected number of iterations. To uncompress them, run tar xvzf data.tar.gz. APT28 group, [CISCO] Advanced Mobile Malware Campaign in India uses Malicious MDM, [ESET] Certificates stolen from Taiwanese tech-companies misused in Plead malware campaign, [CheckPoint] APT Attack In the Middle East: The Big Bang, [Fortinet] Hussarini Targeted Cyber Attack in the Philippines, [Palo Alto Networks] RANCOR: Targeted Attacks in South East Asia Using PLAINTEE and DDKONG Malware Families, [Ahnlab] Full Discloser of Andariel,A Subgroup of Lazarus Threat Group, [Palo Alto networks] Tick Group Weaponized Secure USB Drives to Target Air-Gapped Critical Systems, [Symantec] Thrip: Espionage Group Hits Satellite, Telecoms, and Defense Companies, [Kaspersky] Olympic Destroyer is still alive, [CrowdStrike] Meet CrowdStrikes Adversary of the Month for June: MUSTANG PANDA, [Trend Micro] Another Potential MuddyWater Campaign uses Powershell-based PRB-Backdoor, [intezer] MirageFox: APT15 Resurfaces With New Tools Based On Old Ones, [Kaspersky] LuckyMouse hits national data center to organize country-level waterholing campaign, [Volexity] Patchwork APT Group Targets US Think Tanks, [ICEBRG] ADOBE FLASH ZERO-DAY LEVERAGED FOR TARGETED ATTACK IN MIDDLE EAST, [FireEye] A Totally Tubular Treatise on TRITON and TriStation, [CISCO] VPNFilter Update - VPNFilter exploits endpoints, targets new devices, [GuardiCore] OPERATION PROWLI: MONETIZING 40,000 VICTIM MACHINES, [Palo Alto Networks] Sofacy Groups Parallel Attacks, [CISCO] NavRAT Uses US-North Korea Summit As Decoy For Attacks In South Korea, [intezer] Iron Cybercrime Group Under The Scope, [CISCO] New VPNFilter malware targets at least 500K networking devices worldwide, [Trend Micro] Confucius Update: New Tools and Techniques, Further Connections with Patchwork, [ESET] Turla Mosquito: A shift towards more generic tools, [Recorded Future] Irans Hacker Hierarchy Exposed, [360] Analysis of CVE-2018-8174 VBScript 0day and APT actor related to Office targeted attack, [Kaspersky] Whos who in the Zoo: Cyberespionage operation targets Android users in the Middle East, [Ahnlab] Detailed Analysis of Red Eyes Hacking Group, [Tencent] OceanLotus new malware analysis, [CISCO] GravityRAT - The Two-Year Evolution Of An APT Targeting India, [FireEye] Metamorfo Campaigns Targeting Brazilian Users, [McAfee] Analyzing Operation GhostSecret: Attack Seeks to Steal Data Worldwide, [ESET] Sednit update: Analysis of Zebrocy, [Symantec] New Orangeworm attack group targets the healthcare sector in the U.S., Europe, and Asia, [Kaspersky] Energetic Bear/Crouching Yeti: attacks on servers, [NCCGroup] Decoding network data from a Gh0st RAT variant. Work fast with our official CLI. To use chemprop with GPUs, you will need: Chemprop can either be installed from PyPi via pip or from source (i.e., directly from this git repo). Tulip Indicators - Library of functions for technical analysis of financial data. Manual training instances outside of hyperparameter optimization may also be considered in the history of attempted trials. [Citizen lab] From Bahrain With Love: FinFishers Spy Kit Exposed? Chemprop can also be installed with Docker. Aug 01 2019 - [Kaspersky] APT trends report Q2 2019 | The loss functions available for training are dependent on the selected dataset type. If a very large dataset causes memory issues, you might turn off caching even of the molecule objects via the commands --no_cache_mol to reduce memory usage further. Using the --target_weights argument followed by a list of numbers equal in length to the number of tasks in multitask training, different tasks can be given more weight in parameter updates during training. Feb 02 2019 - [threatinte] Threat Intel Reads January 2019 | Mar 03 2020 - [CrowdStrike] 2020 GLOBAL THREAT REPORT | morgan_count is count-based Morgan, radius 2 and 2048 bits. (i.e. --explicit_h option is only applicable to reaction SMILES. The Sigil User Guide has be completely reworked to bring it to Sigil 1.5.0+ levels; Bug Fixes: Fix issue with custom ncx names in non-standard empty epub layouts; Fix Import Text to properly add ncx if missing for epub2 section of the documentation. ID Name Description; S0066 : 3PARA RAT : 3PARA RAT has a command to retrieve metadata for files on disk as well as a command to list the current working directory.. S0065 : 4H RAT : 4H RAT has the capability to obtain file and directory listings.. S1028 : Action RAT : Action RAT has the ability to collect drive and file information on an infected machine.. G0018 : admin@338 Newer CUDA driver versions are backward-compatible with older CUDA toolkit versions. Q4 2019 - [PTSecurity] Cybersecurity threatscape Q4 2019 | Hello, and welcome to Protocol Entertainment, your guide to the business of the gaming and media industries. This restriction only applies to sklearn models (via :code:sklearn_train or :code:python sklearn_train.py), but NOT to default Chemprop models via chemprop_train or python train.py. all - include search for all inidividual keyword options Splitting involves a random component and can be seeded with --seed . The data file must be be a CSV file with a header row. "Sinc In each case we optimize hyperparameters on separate folds, use rdkit_2d_normalized features when useful, and compare to the best-performing model in MolNet as reported by Wu et al. The all search option should only be used in situations where the dataset is small and a very large number of trials can be used. Improved use of IoCs for indicators based on source IPv4 and IPv6 addresses. [Palo Alto Networks] Tracking OceanLotus new Downloader, KerrDown, [Kaspersky] Chafer used Remexi malware to spy on Iran-based foreign diplomatic entities, [NSHC] The Double Life of SectorA05 Nesting in Agora (Operation Kitty Phishing, [Morphisec] NEW CAMPAIGN DELIVERS ORCUS RAT, [LAB52] WIRTE Group attacking the Middle East, [Carbon Black] GandCrab and Ursnif Campaign, [Palo Alto Networks] DarkHydrus delivers new Trojan that can use Google Drive for C2 communications, [Palo Alto Networks] Malware Used by Rocke Group Evolves to Evade Detection by Cloud Security Products, [360] Latest Target Attack of DarkHydruns Group Against Middle East, [Medium] Goblin Panda changes the dropper and reuses the old infrastructure, [Cybaze-Yoroi Z-LAB] The Enigmatic Roma225 Campaign, [Objective-See] Middle East Cyber-Espionage: analyzing WindShift's implant: OSX.WindTail, [Trend Micro] URSNIF, EMOTET, DRIDEX and BitPaymer Gangs Linked by a Similar Loader, [Certfa] The Return of The Charming Kitten, [Trend Micro] Tildeb: Analyzing the 18-year-old Implant from the Shadow Brokers Leak, [Palo Alto Networks] Shamoon 3 Targets Oil and Gas Organization, [McAfee] Operation Sharpshooter Targets Global Defense, Critical Infrastructure, [360] Donot (APT-C-35) Group Is Targeting Pakistani Businessman Working In China, [Cylance] Poking the Bear: Three-Year Campaign Targets Russian Critical Infrastructure, [Trend Micro] New PowerShell-based Backdoor Found in Turkey, Strikingly Similar to MuddyWater Tools, [360] Analysis Of Targeted Attack Against Pakistan By Exploiting InPage Vulnerability And Related APT Groups, [Microsoft] Windows Defender ATP device risk score exposes new cyberattack, drives Conditional access to protect networks, [Clearsky] MuddyWater Operations in Lebanon and Oman, [CISCO] DNSpionage Campaign Targets Middle East, [Trend Micro] Lazarus Continues Heists, Mounts Attacks on Financial Organizations in Latin America, [FireEye] Not So Cozy: An Uncomfortable Examination of a Suspected APT29 Phishing Campaign, [Recorded Future] Chinese Threat Actor TEMP.Periscope Targets UK-Based Engineering Company Using Russian APT Techniques, [Symantec] FASTCash: How the Lazarus Group is Emptying Millions from ATMs, [Palo Alto Networks] Inception Attackers Target Europe with Year-old Office Vulnerability, [Trend Micro] Outlaw group: Perl-Based Shellbot Looks to Target Organizations via C&C, [Medium] APT Sidewinder changes theirs TTPs to install their backdoor, [CISCO] Tracking Tick Through Recent Campaigns Targeting East Asia, [McAfee] Operation Oceansalt Attacks South Korea, U.S. and Canada with Source Code from Chinese Hacker Group, [Marco Ramilli] MartyMcFly Malware: Targeting Naval Industry, [Cylance] The SpyRATs of OceanLotus: Malware Analysis White Paper, [ESET] GreyEnergy: Updated arsenal of one of the most dangerous threat actors, [Yoroi] Cyber-Espionage Campaign Targeting the Naval Industry (MartyMcFly), [Kaspersky] Octopus-infested seas of Central Asia, [Symantec] Gallmaker: New Attack Group Eschews Malware to Live off the Land, [Kaspersky] MuddyWater expands operations, [FireEye] APT38: Details on New North Korean Regime-Backed Threat Group, [ESET] LoJax: First UEFI rootkit found in the wild, courtesy of the Sednit group, [Antiy] (Non-English) (CN) Green Spot APT, [FireEye] APT10 Targeting Japanese Corporations Using Updated TTPs, [Kaspersky] LuckyMouse signs malicious NDISProxy driver with certificate of Chinese IT company, [Volon] Targeted Attack on Indian Ministry of External Affairs using Crimson RAT, [CheckPoint] Domestic Kitten: An Iranian Surveillance Operation, [Medium] Goblin Panda targets Cambodia sharing capacities with another Chinese group hackers Temp Periscope, [Palo Alto Networks] OilRig Targets a Middle Eastern Government and Adds Evasion Techniques to OopsIE, [Group-IB] Silence: Moving into the darkside, [MalwareBytes] Reversing malware in a custom format: Hidden Bee elements, [Arbor] Double the Infection, Double the Fun, [Dark Matter] COMMSEC: The Trails of WINDSHIFT APT, [Trend Micro] The Urpage Connection to Bahamut, Confucius and Patchwork, [CheckPoint] CeidPageLock: A Chinese RootKit, [Kaspersky] Operation AppleJeus: Lazarus hits cryptocurrency exchange with fake installer and macOS malware, [Trend Micro] Supply Chain Attack Operation Red Signature Targets South Korean Organizations, [Recorded Future] Chinese Cyberespionage Originating From Tsinghua University Infrastructure, [McAfee] Examining Code Reuse Reveals Undiscovered Links Among North Koreas Malware Families, [Palo Alto Networks] The Gorgon Group: Slithering Between Nation State and Cybercrime, [Medium] Malicious document targets Vietnamese officials, [Palo Alto Networks] Bisonal Malware Used in Attacks Against Russia and South Korea, [Palo Alto Networks] New Threat Actor Group DarkHydrus Targets Middle East Government, [CSE] APT27: A long-term espionage campaign in Syria, [Trend Micro] New Andariel Reconnaissance Tactics Hint At Next Targets, [CSE] Operation Roman Holiday Hunting the Russian May 01 2020 - [Macnia Networks, TeamT5] 2019 H2 APT Report | Once hyperparameter optimization is complete, the optimal hyperparameters can be applied during training by specifying the config path as follows: Note that the hyperparameter optimization script sees all the data given to it. targetedthreats If a separate validation set or test set is provided, the split defaults to 80%-20%. If multiple molecules (with multiple MPNNs) are being trained in the new model, the default behavior is for both of the new MPNNs to be frozen and drawn from the checkpoint. [CISAK] Dark Seoul Cyber Attack: Could it be worse? Given a trained model, you can interpret the model prediction using the following command: If installed from source, chemprop_interpret can be replaced with python interpret.py. It is often appropriate to consider multiple metrics. --checkpoint_dir Directory where the model checkpoint(s) are saved (i.e. The --adding_h option can be used instead for In order to train a model, you must provide training data containing molecules (as SMILES strings) and known target values. Implements the h3ToGeoBoundary function. Economic espionage or military intelligence? The bond-level features are concatenated with the bond feature vectors before the D-MPNN, such that they are used during message-passing. Similar to the molecule-level features, the atom-level descriptors and features are scaled by default. Some keywords refer to bundles of parameters or other special behavior. Lastly, you can find the code to our original repo at https://github.com/wengong-jin/chemprop and for the Mayr et al. For all options, models are fitted to non-missing training targets and predict missing training targets. Use Git or checkout with SVN using the web URL. Please fire issue to me if any lost APT/Malware events/campaigns. The number of randomized trials can be altered with the argument --startup_random_iters . If memory permits, you may use the keyword --cache_cutoff inf to set this cutoff from 10000 to infinity to always keep the generated graphs in cache (or to another integer value for custom behavior). Feb 02 2019 - [QianXin] APT threat report 2019 CN version | , Mar 05 2020 - [Tencent] [CN] 2019 APT Summary Report | indicators as to when credential dumping has occurred. II_COMPONENT_DOTNET. APT_Digital_Weapon This repository contains message passing neural networks for molecular property prediction as described in the paper Analyzing Learned Molecular Representations for Property Prediction and as used in the paper A Deep Learning Approach to Antibiotic Discovery for molecules and Machine Learning of Reaction Properties via Learned Representations of the Condensed Graph of Reaction for reactions. The uncertainty of predictions made in Chemprop can be estimated by several different methods. Users must select in which way atom descriptors are used. Q3 2020 - [AhnLab] ASEC Report Q3 2020 | It begins keeping track of the @mentioned morgan is binary Morgan fingerprints, radius 2 and 2048 bits. Values are normalized to make the average weight equal 1. In contrast, when using sklearn_train.py (a utility script provided within Chemprop that trains standard models such as random forests on Morgan fingerprints via the python package scikit-learn), multi-task models cannot be trained on datasets with partially missing targets. By default, the number or random trials will be half the number of total trials. You signed in with another tab or window. This allows search through both but with one fewer degree of freedom. A Google Colab notebook is also available with several examples. The default is --num_folds 1. Meet DePriMon, [Trend Micro] Mac Backdoor Linked to Lazarus Targets Korean Users, [Trend Micro] More than a Dozen Obfuscated APT33 Botnets Used for Extreme Narrow Targeting, [Marco Ramilli] TA-505 Cybercrime on System Integrator Companies, [Group-IB] Massive malicious campaign by FakeSecurity JS-sniffer, [Kapsersky] Titanium: the Platinum group strikes again. A. [Telsy] THE LAZARUS GAZE TO THE WORLD: WHAT IS BEHIND THE FIRST STONE ? Exporting any policy to a CSV file in SmartConsole ('Actions' menu > 'Export') \Program Files (x86)\CheckPoint\SmartConsole, you must start the application from the version folder (for example: C: SHA-1 and SHA-256 Indicators Of Compromise (IOC) are only supported with Gateway version R80.40 and higher. https://github.com/CyberMonitor/APT_CyberCriminal_Campagin_Collec, Analysis of malware and Cyber Threat Intel of APT and cybercriminals groups, [BlackBerry] Mustang Panda Uses the Russian-Ukrainian War to Attack Europe and Asia Pacific Targets, [Palo Alto Networks] Blowing Cobalt Strike Out of the Water With Memory Analysis, [BlackBerry] RomCom Threat Actor Abuses KeePass and SolarWinds to Target Ukraine and Potentially the United Kingdom, [BlackBerry] Mustang Panda Abuses Legitimate Apps to Target Myanmar Based Victims, [Recorded Future] The Chinese Communist Partys Strategy for Targeted Propaganda, [Secureworks] BRONZE PRESIDENT Targets Government Officials, [SEKOIA.IO] LuckyMouse uses a backdoored Electron app to target MacOS, [Trend Micro] Iron Tiger Compromises Chat Application Mimi, Targets Windows, Mac, and Linux Users, [PWC] Old cat, new tricks, bad habits An analysis of Charming Kittens new tools and OPSEC errors, [Kaspersky] CosmicStrand: the discovery of a sophisticated UEFI firmware rootkit, [Kaspersky] Attacks on industrial control systems using ShadowPad, [Kaspersky] WinDealer malware shows extremely sophisticated network abilities, [CheckPoint] Twisted Panda: Chinese APT espionage operation against Russians state-owned defense institutes, [BlackBerry] Threat Thursday: Malware Rebooted - How Industroyer2 Takes Aim at Ukraine Infrastructure, [CISCO] Bitter APT adds Bangladesh to their targets, [CISCO] Mustang Panda deploys a new wave of malware targeting Europe, [Mandiant] UNC3524: Eye Spy on Your Email, [Recorded Future] Continued Targeting of Indian Power Grid Assets by Chinese State-Sponsored Activity Group, [Fortinet] New Milestones for Deep Panda: Log4Shell and Digitally Signed Fire Chili Rootkits, [Dr.Web] Study of an APT attack on a telecommunications company in Kazakhstan, [ESET] Mustang Pandas Hodur: Old tricks, new Korplug variant, [Trend Micro] Cyclops Blink Sets Sights on Asus Routers, [Trend Micro] New RURansom Wiper Targets Russia, [proofpoint] The Good, the Bad, and the Web Bug: TA416 Increases Operational Tempo Against European Governments as Conflict in Ukraine Escalates, [proofpoint] Asylum Ambuscade: State Actor Uses Compromised Private Ukrainian Military Emails to Target European Governments and Refugee Movement, [Pangulab] Bvp47:Top-tier Backdoor of US NSA Equation Group, [Mandiant] (Ex)Change of Pace: UNC2596 Observed Leveraging Vulnerabilities to Deploy Cuba Ransomware, [Symantec] Antlion: Chinese APT Uses Custom Backdoor to Target Financial Institutions in Taiwan, [Cybereason] PowerLess Trojan: Iranian APT Phosphorus Adds New PowerShell Backdoor for Espionage, [CISCO] Iranian APT MuddyWater targets Turkish users via malicious PDFs, executables, [Symantec] Shuckworm Continues Cyber-Espionage Attacks Against Ukraine, [MalwareBytes] North Koreas Lazarus APT leverages Windows Update client, GitHub in latest campaign, [CrowdStrike] Early Bird Catches the Wormhole: Observations from the StellarParticle Campaign, [Trellix] Prime Ministers Office Compromised: Details of Recent Espionage Campaign, [Kaspersky] MoonBounce: the dark side of UEFI firmware, [Trend Micro] Earth Lusca Employs Sophisticated Infrastructure, Varied Tools and Techniques, [MalwareBytes] Patchwork APT caught in its own web, [Sygnia] ELEPHANT BEETLE: UNCOVERING AN ORGANIZED FINANCIAL-THEFT OPERATION, [Cluster25] North Korean Group KONNI Targets The Russian Diplomatic Sector With New Versions Of Malware Implants, [Zscaler] New DarkHotel APT attack chain identified, [ESET] Jumping the air gap: 15 years of nation-state effort, [Mandiant] FIN13: A Cybercriminal Threat Actor Focused on Mexico, [Trend Micro] Campaign Abusing Legitimate Remote Administrator Tools Uses Fake Cryptocurrency Websites, [Mandiant] UNC1151 Assessed with High Confidence to have Links to Belarus, Ghostwriter Campaign Aligned with Belarusian Government Interests, [ESET] Strategic web compromises in the Middle East with a pinch of Candiru, [Google] Analyzing a watering hole campaign using macOS exploits, [Trend Micro] Void Balaur: Tracking a Cybermercenarys Activities, [NCCGroup] TA505 exploits SolarWinds Serv-U vulnerability (CVE-2021-35211) for initial access, [CrowdStrike] LightBasin: A Roaming Threat to Telecommunications Companies, [JPCERT] Malware WinDealer used by LuoYu Attack Group, [Proofpoint] Whatta TA: TA505 Ramps Up Activity, Delivers New FlawedGrace Variant, [Trend Micro] PurpleFox Adds New Backdoor That Uses WebSockets, [Symantec] Harvester: Nation-state-backed group uses new toolset to target victims in South Asia, [Trend Micro] Analyzing Email Services Abused for Business Email Compromise, [Kaspersky] MysterySnail attacks with Windows zero-day, [Cybereason] Operation GhostShell: Novel RAT Targets Global Aerospace and Telecoms Firms, [ESET] UEFI threats moving to the ESP: Introducing ESPecter bootkit, [JP-CERT] Malware Gh0stTimes Used by BlackTech, [Kaspersky] GhostEmperor: From ProxyLogon to kernel mode, [Microsoft] FoggyWeb: Targeted NOBELIUM malware leads to persistent backdoor, [ESET] FamousSparrow: A suspicious hotel guest, [McAfee] Operation Harvest: A Deep Dive into a Long-term Campaign, [Trend Micro] APT-C-36 Updates Its Spam Campaign Against South American Entities With Commodity RATs, [Recorded Future] Dark Covenant: Connections Between the Russian State and Criminal Actors. Using the --data_weights_path argument followed by a path to a data file containing weights will allow each individual datapoint in the training data to be given different weight in parameter updates. We did not ensemble our model in these results. threat-INTel APT Sample by 0xffff0800 (https://iec56w4ibovnb4wc.onion.si/) This Friday, were taking a look at Microsoft and Sonys increasingly bitter feud over Call of Duty and whether U.K. regulators are leaning toward torpedoing the Activision Blizzard deal. Results on regression datasets (lower is better), Results on classification datasets (higher is better). Uncertainty estimation is carried out alongside model value prediction and reported in the predictions csv file when the argument --uncertainty_method is provided. By default, the atom-level representations from the message passing network are averaged over all atoms of a molecule to yield a molecule-level representation. MESSAGE. Q4 2020 - [AhnLab] ASEC Report Q4 2020 | An Overview of UNC1945, [Cyberstanc] A look into APT36's (Transparent Tribe) tradecraft, [US-CERT] North Korean Advanced Persistent Threat libcsv - Simple, streaming CSV parser. APT search CSV (*.csv) format. [Netresec] Full Disclosure of Havex Trojans - ICS Havex backdoors, [LEVIATHAN] THE CASE OF THE MODIFIED BINARIES, [Trend Micro] Operation Pawn Storm: The Red in SEDNIT, [iSightPartners] Sandworm - CVE-2104-4114, [Volexity] Democracy in Hong Kong Under Attack, [Palo Alto Networks] New indicators for APT group Nitro, [FireEye] Aided Frame, Aided Direction (Sunshop Digital Quartermaster), [Kaspersky] Ukraine and Poland Targeted by BlackEnergy (video), [Palo Alto Networks] Watering Hole Attacks using Poison Ivy by "th3bug" group, [F-Secure] COSMICDUKE: Cosmu with a twist of MiniDuke, [U.S. Senate Committee] Chinese intrusions into key defense contractors, [Usenix] When Governments Hack Opponents: A Look at Actors and Technology, [Usenix] Targeted Threat Index: Characterizingand Quantifying Politically-MotivatedTargeted Malware, [ClearSky] Gholee a Protective Edge themed spear phishing campaign, [FireEye] Forced to Adapt: XSLCmd Backdoor Now on OS X, [Netresec] Analysis of Chinese MITM on Google, [FireEye] Darwins Favorite APT Group (APT12), [FireEye] Syrian Malware Team Uses BlackWorm for Attacks, [AlienVault] Scanbox: A Reconnaissance Framework Used with Watering Hole Attacks, [Kaspersky] NetTraveler APT Gets a Makeover for 10th Birthday, [Kaspersky] The Syrian Malware House of Cards, [HP] Profiling an enigma: The mystery of North Koreas cyber threat landscape, [USENIX] A Look at Targeted Attacks Through the Lense of an NGO, [FireEye] New York Times Attackers Evolve Quickly (Aumlib/Ixeshe/APT12), [Kaspersky] The Epic Turla Operation Appendix, [FireEye] SIDEWINDER TARGETED ATTACK AGAINST ANDROID IN THE GOLDEN AGE OF AD LIBRARIES, [Kaspersky] Energetic Bear/Crouching Yeti, [Dell] Threat Group-3279 Targets the Video Game Industry, [Vinsula] Sayad (Flying Kitten) Analysis & IOCs, [CIRCL] TR-25 Analysis - Turla / Pfinet / Snake/ Uroburos, [CrowdStrike] Deep Pandas, Deep in Thought: Chinese Targeting of National Security Think Tanks, [TrapX] Anatomy of the Attack: Zombie Zero, [Symantec] Dragonfly: Cyberespionage Attacks Against Energy Suppliers, [Blitzanalysis] Embassy of Greece Beijing, [Arbor] Illuminating The Etumbot APT Backdoor (APT12), [iSightPartners] NewsCaster_An_Iranian_Threat_Within_Social_Networks, [Fidelis] RAT in jar: A phishing campaign using Unrecom, [CrowdStrike] Cat Scratch Fever: CrowdStrike Tracks Newly Reported Iranian Actor as FLYING KITTEN, [FireEye] Operation Saffron Rose (aka Flying Kitten), [FireEye] CVE-2014-1776: Operation Clandestine Fox, [FireEye] A Detailed Examination of the Siesta Campaign, [BAE] Snake Campaign & Cyber Espionage Toolkit, [GData] Uroburos: Highly complex espionage software with Russian roots, [CrowdStrike] The French Connection: French Aerospace-Focused CVE-2014-0322 Attack Shares Similarities with 2012 Capstone Turbine Activity, [Fidelis] Gathering in the Middle East, Operation STTEAM, [CrowdStrike] Mo' Shells Mo' Problems - Deep Panda Web Shells, [FireEye] Operation GreedyWonk: Multiple Economic and Foreign Policy Sites Compromised, Serving Up Flash Zero-Day Exploit, [Context Information Security] The Monju Incident, [FireEye] Operation SnowMan: DeputyDog Actor Compromises US Veterans of Foreign Wars Website, [Kaspersky] Unveiling "Careto" - The Masked APT, [Fidelis] Intruder File Report- Sneakernet Trojan, [Fidelis] New CDTO: A Sneakernet Trojan Solution, [Kaspersky] The Icefog APT Hits US Targets With Java Backdoor, [Symantec] Targeted attacks against the Energy Sector, [CERT-ISAC] Inside Report APT Attacks on Indian Cyber Space, [KPMG] Energy at Risk: A Study of IT Security in the Energy and Natural Resources Industry, [FireEye] THE LITTLE MALWARE THAT COULD: Detecting and Defeating the China Chopper Web Shell. During training, TensorBoard logs are automatically saved to the same directory as the model checkpoints. Further information on supplying atomic descriptors can be found here. Q1 2019 - [AhnLab] ASEC Report Q1 2019 | , Nov 24 2020 - [Group-IB] Hi-Tech Crime Trends 2020-2021 | Jan 07 2019 - [Medium] APT_chronicles_december_2018_edition | All Cases by Customer. If nothing happens, download Xcode and try again. Some metrics scale with the magnitude of the targets (most regression metrics), so geometric mean instead of arithmetic mean is used in those cases in order to avoid having the mean score dominated by changes in the larger magnitude task. If --hyperopt_checkpoint_dir is not specified, then checkpoints will default to being stored with the hyperparame. Targets with unknown values can be left as blanks. It is often helpful to provide explanation of model prediction (i.e., this molecule is toxic because of this substructure). However, the same column ordering as used in the training must be used for the prediction Additional training arguments can also be supplied during submission, and they will be applied to all included training iterations (--epochs, --aggregation, --num_folds, --gpu, --ensemble_size, --seed, etc.). For intance, miscalibration error is important for evaluating uncertainty magnitude but does not indicate that the uncertainty function discriminates well between different outputs. to use Codespaces. Chemprop allows differently sized MPNNs to be used for each A tag already exists with the provided branch name. Chemprop automatically handles missing entries in the dataset by masking out the respective values in the loss function, so that partial data can be utilized, too. For small datasets (~1000 molecules), it is possible to train models within a few minutes on a standard laptop with CPUs only. Sep 30 2021 - [ESET] ESET Threat Report T2 2021 | Are you sure you want to create this branch? nb is designed to be portable, future-focused, and vendor independent, providing a full-featured and intuitive experience within a highly composable multimodal user-centric text interface. If you install from source, you can modify the code to load custom features as follows: As a starting point, we recommend using pre-normalized RDKit features by using the --features_generator rdkit_2d_normalized --no_features_scaling flags. This startup count considers the total number of trials in the checkpoint directory rather than the number that has been carried out by an individual instance of hyperparamter optimization. The default setting is --seed 0. Interrupted hyperparameter optimizations can be restarted by specifying the same directory. The company needs Key Performance Indicators (KPIs) to ensure that its customer support service center is profitable. July 29 2020 - [Kaspersky] APT trends report Q2 2020 | The PyPi version includes a vast majority of Chemprop functionality, but some functionality is only accessible when installed from source. Note that For best results, the --epochs specified during hyperparameter search should be the same as in the intended final application of the model. Both options require conda, so first install Miniconda from https://conda.io/miniconda.html. solvent SMILES or reaction SMILES). The default setting is --split_sizes 0.8 0.1 0.1. A company has implemented Salesforce Service Cloud. Splitting the search into two steps can also reduce overall complexity. The default is --aggregation_norm 100. Target weights are not used with the validation set for the determination of early stopping or in evaluation of the test set. Our global writing staff includes experienced ENL & ESL academic writers in a variety of disciplines. While this APTnotes Raw Threat Intelligence The available keywords are listed below. There was a problem preparing your codespace, please try again. At present, only one checkpoint can be provided for the --checkpoint_frzn and those parameters will be used for any number of submodels if --ensemble_size is specified. Choose 3 answers. Cheetah. The command line option --atom_descriptors descriptor concatenates the new features to the embedded atomic features after the D-MPNN with an additional linear layer. Full list can be found at the bottom of our paper: https://arxiv.org/pdf/1904.01561.pdf However, one can instead train individual models for each task (via the argument --single_task), where missing values are automatically removed from the dataset. Nov 04 2020 - [Kaspersky] APT trends report Q3 2020 | INSERT INTO EXTERNAL CSV Examples. The intended use is to run the hyperparameter optimization script on a dataset with the eventual test set held out. R80.40: Feb 20 2020 - [FireEye] M-Trends 2020 | This can be changed with --split_sizes . [ESET] En Route with Sednit Part 3: A Mysterious Downloader, [Trend Micro] BLACKGEAR Espionage Campaign Evolves, Adds Japan To Target List, [Vectra Networks] Moonlight Targeted attacks in the Middle East, [Palo Alto Networks] Houdinis Magic Reappearance, [ESET] En Route with Sednit Part 2: Lifting the lid on Sednit: A closer look at the software it uses, [ESET] En Route with Sednit Part 1: Approaching the Target. The reaction and solvent/molecule SMILES columns can be ordered in Are you sure you want to create this branch? Nov 29 2019 - [Group-IB] Hi-Tech Crime Trends 2019-2020 | , Q1 2021 - [PTSecurity] Cybersecurity threatscape Q1 2021 | O cial Windows tools, such as VSSAdmin time of the dump. To load a trained model and make predictions, run predict.py and specify: Predictions made on an ensemble of models will return the average of the individual model predictions. to use Codespaces. This latent representation can be taken at the output of the MPNN (default) or from the last input layer of the FFNN, specified using --fingerprint_type . Q1 2020 - [AhnLab] ASEC Report Q1 2020 | a solvent, a reagent, etc. This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository. Indicator Variables and Character Data Retrieval. On CPU, training with caching if often preferable for medium-sized datasets and a very low number of CPUs. A reasonable value for N is usually the average number of atoms per molecule in the dataset of interest. In addition, it engages in developing Derazantinib, a small molecule inhibitor, which is in phase 2 clinical trial for bile duct cancer, as well as in phase clinical trial for bladder and stomach cancer; and Lisavanbulin, a tumor checkpoint controller drug. For classification tasks, frequent computes the most frequent value for each task. For those less familiar with the command line, Chemprop also includes a web interface which allows for basic training and predicting. Spectra predictions are configured to return only positive values and normalize them to sum each spectrum to 1. To set a specific CUDA toolkit version, add cudatoolkit=X.Y to environment.yml before building the Docker image. A look into targeted attacks in Japan using MBR-ONI, [Kaspersky] Gaza Cybergang updated activity in 2017, [Bellingcat] Bahamut Revisited, More Cyber Espionage in the Middle East and South Asia, [ClearSky] Iranian Threat Agent Greenbug Impersonates Israeli High-Tech and Cyber Security Companies, [BAE Systems] Taiwan Heist: Lazarus Tools And Ransomware, [Kaspersky] BlackOasis APT and new targeted attacks leveraging zero-day exploit, [Proofpoint] Leviathan: Espionage actor spearphishes maritime and defense targets, [Dell] BRONZE BUTLER Targets Japanese Enterprises, [intezer] Evidence Aurora Operation Still Active Part 2: More Ties Uncovered Between CCleaner Hack & Chinese Hackers, [Palo Alto Networks] Threat Actors Target Government of Belarus Using CMSTAR Trojan, [intezer] Evidence Aurora Operation Still Active: Supply Chain Attack Through CCleaner, [FireEye] Insights into Iranian Cyber Espionage: APT33 Targets Aerospace and Energy Sectors and has Ties to Destructive Malware, [CISCO] CCleaner Command and Control Causes Concern, [CISCO] CCleanup: A Vast Number of Machines at Risk, [Kaspersky] An (un)documented Word feature abused by attackers, [FireEye] FireEye Uncovers CVE-2017-8759: Zero-Day Used in the Wild to Distribute FINSPY, [Symantec] Dragonfly: Western energy sector targeted by sophisticated attack group, [Treadstone 71] Intelligence Games in the Power Grid, [ESET] Gazing at Gazer: Turlas new second stage backdoor, [Proofpoint] Operation RAT Cook: Chinese APT actors use fake Game of Thrones leaks as lures, [RSA] Russian Bank Offices Hit with Broad Phishing Wave, [Proofpoint] Turla APT actor refreshes KopiLuwak JavaScript backdoor for use in G20-themed attack, [Palo Alto Networks] The Curious Case of Notepad and Chthonic: Exposing a Malicious Infrastructure, [FireEye] APT28 Targets Hospitality Sector, Presents Threat to Travelers, [Positive Research] Cobalt strikes back: an evolving multinational threat to finance, [Trend Micro] ChessMaster Makes its Move: A Look into the Campaigns Cyberespionage Arsenal, [Palo Alto Networks] OilRig Uses ISMDoor Variant; Possibly Linked to Greenbug Threat Group, [Clearsky, Trend Micro] Operation Wilted Tulip, [Palo Alto Networks] Tick Group Continues Attacks, [Clearsky] Recent Winnti Infrastructure and Samples, [Bitdefender] Inexsmar: An unusual DarkHotel campaign, [ProtectWise] Winnti Evolution - Going Open Source, [Trend Micro] OSX Malware Linked to Operation Emmental Hijacks User Network Traffic, [Citizen Lab] Insider Information: An intrusion campaign targeting Chinese language news sites, [ESET] TeleBots are back: supply-chain attacks against Ukraine, [Dell] Threat Group-4127 Targets Google Accounts, [Palo Alto Networks] The New and Improved macOS Backdoor from OceanLotus, [Trend Micro] Following the Trail of BlackTechs Cyber Espionage Campaigns, [root9B] SHELLTEA + POSLURP MALWARE: memory resident point-of-sale malware attacks industry, [Palo Alto Networks] APT3 Uncovered: The code evolution of Pirpi, [Recorded Future] North Korea Is Not Crazy, [ThreatConnect] KASPERAGENT Malware Campaign resurfaces in the run up to May Palestinian Authority Elections, [US-CERT] HIDDEN COBRA North Koreas DDoS Botnet Infrastructure, [Dragos] CRASHOVERRIDE Analysis of the Threat to Electric Grid Operations, [ESET] WIN32/INDUSTROYER A new threat for industrial control systems, [Group-IB] Lazarus Arisen: Architecture, Techniques and Attribution, [Cybereason] OPERATION COBALT KITTY: A LARGE-SCALE APT IN ASIA CARRIED OUT BY THE OCEANLOTUS GROUP, [FireEye] Cyber Espionage is Alive and Well: APT32 and the Threat to Global Corporations, [Palo Alto Networks] Kazuar: Multiplatform Espionage Backdoor with API Access, [CISCO] KONNI: A Malware Under The Radar For Years, [Morphisec] Iranian Fileless Attack Infiltrates Israeli Organizations, [Kaspersky] Unraveling the Lamberts Toolkit, [Symantec] Longhorn: Tools used by cyberespionage group linked to Vault 7, [Palo Alto Networks, Clearsky] Targeted Attacks in the Middle East Using KASPERAGENT and MICROPSIA. Jul 29 2020 - [ESET] 2020 Q2 Threat Report | [Fireeye] Pro-PRC Influence Campaign Expands to Dozens of Social Media Platforms, Websites, and Forums in at Least Seven Languages, Attempted to Physically Mobilize Protesters in the U.S. [Bitdefender] FIN8 Threat Actor Spotted Once Again with New "Sardonic" Backdoor, [Sentinel] ShadowPad | A Masterpiece of Privately Sold Malware in Chinese Espionage, [Trend Micro] Confucius Uses Pegasus Spyware-related Lures to Target Pakistani Military, [ClearSky] New Iranian Espionaje Campaign by "SiameseKitten" - Lyceum, [Volexity] North Korean APT InkySquid Infects Victims Using Browser Exploits, [Checkpoint] Indra Hackers Behind Recent Attacks on Iran, [imp0rtp3] Uncovering Tetris a Full Surveillance Kit Running in your Browser, [Fireeye] UNC215: Spotlight on a Chinese Espionage Campaign in Israel, [Trend Micro] Cinobi Banking Trojan Targets Cryptocurrency Exchange Users via Malvertising, [CyberGeeks] A STEP-BY-STEP ANALYSIS OF THE NEW MALWARE USED BY APT28/SOFACY CALLED SKINNYBOY, [GROUP-IB] The Art of Cyberwarfare Chinese APTs attack Russia, [Cybereason] DeadRinger: Exposing Chinese Threat Actors Targeting Major Telcos, [Positive] APT31 new dropper. Impact of Description Language, Abstraction Layer, and Value Representation on Simulation Performance Please note that the interpreting framework is currently only available for models trained on properties of single molecules, that is, multi-molecule models generated via the --number_of_molecules command are not supported. [McAfee] Operation North Star: A Job Offer Thats Too Good to be True? sign in Using Null Indicators to Assign Nulls. Organizations, [Elastic] A close look at the advanced techniques used in a Malaysian-focused APT campaign, [Dell] BRONZE VINEWOOD Targets Supply Chains, [NCCGroup] WastedLocker: A New Ransomware Variant Developed By The Evil Corp Group, [Zscaler] Targeted Attack Leverages India-China Border Dispute to Lure Victims, [ESET] Digging up InvisiMoles hidden arsenal, [ESET] Operation In(ter)ception: Aerospace and military companies in the crosshairs of cyberspies, [Palo Alto] AcidBox: Rare Malware Repurposing Turla Group Exploit Targeted Russian Organizations, [Malwarebytes] Multi-stage APT attack drops Cobalt Strike using Malleable C2 feature, [PTSecurity] Cobalt: tactics and tools update, [Amnesty] India: Human Rights Defenders Targeted by a Coordinated Spyware Operation, [Trend Micro] New Android Spyware ActionSpy Revealed via Phishing Attacks from Earth Empusa, [Malwarebyte] New LNK attack tied to Higaisa APT discovered, [Kaspersky] Cycldek: Bridging the (air) gap, [Lifars] Cryptocurrency Miners XMRig Based CoinMiner by Blue Mockingbird Group, [IronNet] Russian Cyber Attack Campaigns and Actors, [Kaspersky] The zero-day exploits of Operation WizardOpium, [ESET] From Agent.BTZ to ComRAT v4: A tenyear journey, [Intezer] The Evolution of APT15s Codebase 2020, [Bitdefender] Iranian Chafer APT Targeted Air Transportation and Government in Kuwait and Saudi Arabia, [ESET] No Game over for the Winnti Group, [Symantec] Sophisticated Espionage Group Turns Attention to Telecom Providers in South Asia, [Telekom] LOLSnif Tracking Another Ursnif-Based Targeted Campaign, [Sophos] RATicate: an attackers waves of information-stealing malware, [360] Vendetta-new threat actor from Europe, [ESET] Mikroceen: Spying backdoor leveraged in highprofile networks in Central Asia, [Avast] APT Group Planted Backdoors Targeting High Profile Networks in Central Asia, [Kaspersky] COMpfun authors spoof visa application with HTTP status-based Trojan, [ESET] Ramsay: A cyberespionage toolkit tailored for airgapped networks, [Trend Micro] Tropic Troopers Back: USBferry Attack Targets Air-gapped Environments, [Zscaler] Targeted Attacks on Indian Government and Financial Institutions Using the JsOutProx RAT, [Palo Alto] Updated BackConfig Malware Targeting Government and Military Organizations in South Asia, [CheckPoint] Naikon APT: Cyber Espionage Reloaded, [Prevailion] Phantom in the Command Shell, [CyberStruggle] Leery Turtle Threat Report, [Recorded Future] Chinese Influence Operations Evolve in Campaigns Targeting Taiwanese Elections, Hong Kong Protests, [Yoroi] Outlaw is Back, a New Crypto-Botnet Targets European Organizations. Similarly, spearman tests ordering but not prediction magnitude. Weights can be specified in either case to allow some tasks in training or some specified data points to be weighted more heavily than others in the training of the model. Discovery of Bispecific Antibodies and Immune Checkpoint Inhibitors That Kill Glioblastoma Cells and Melanoma Cells, and Block the Metastasis of Malignant Melanoma Cells to the Lung by Over 90%, Announced by Ocean Biomedical, Inc. and Aesther Healthcare Acquisition Corp. (NASDAQ: AEHA) Nothing could be further from the truth, [AGARI] Cosmic Lynx: The Rise of Russian BEC, [ESET] More evil: A deep look at Evilnum and its toolset, [proofpoint] TA410: The Group Behind LookBack Attacks Against U.S. Utilities Sector Returns with New Malware, [Seqrite] Operation Honey Trap: APT36 Targets Defense Organizations in India, [Sansec] North Korean hackers are skimming US and European shoppers, [Lookout] Mobile APT Surveillance Campaigns Targeting Uyghurs, [Bitdefender] StrongPity APT Revealing Trojanized Tools, Working Hours and Infrastructure, [CISCO] PROMETHIUM extends global reach with StrongPity3 APT, [Symantec] WastedLocker: Symantec Identifies Wave of Attacks Against U.S. Provided weights must be non-negative. Oct 18 2020 - [ESET] 2020 Q3 Threat Report | Jul 29 2021 - [Kaspersky] APT trends report Q2 2021 | Microsoft pleaded for its deal on the day of the Phase 2 decision last month, but now the gloves are well and truly off. section such as different --reaction_mode and --explicit_h can be used for --reaction_solvent. Parallel instances of hyperparameter optimization that share a checkpoint directory will have access to the shared results of hyperparameter optimization trials, allowing them to arrive at the desired total number of iterations collectively more quickly. Parameters provided with --checkpoint_frzn will overwrite initialization parameters from --checkpoint_path (or similar) that are frozen in the new model. reaction and solvent/molecule encoding. Chemprop's interpretation script explains model prediction one property at a time. This can be disabled with the option --no_atom_descriptor_scaling. Choosing to include additional search parameters should be undertaken carefully. [ThreatConnect] ThreatConnect identifies Chinese targeting of two companies. The recommendation from Hyperopt is to use at least 10 trials per hyperparameter for an appropriate search as a rule of thumb, but even more will be necessary at higher levels of search complexity or to obtain better convergence to the optimal hyperparameters. The VNDK definition tool helps vendors migrate their source tree to an Android 8.0 environment. Chemprop can either train on a single target ("single tasking") or on multiple targets simultaneously ("multi-tasking"). Layers in the FFNN portion of the model can also be applied and frozen in addition to freezing the MPNN using --frzn_ffn_layers . It instantly sends the @mentioned individual an alert with the comment. [Wired] Wired article on DarkComet creator, [Citizenlab] Advanced Social Engineering for the Distribution of LURK Malware, [Kaspersky] OSX.SabPub & Confirmed Mac APT attacks, [contextis] Crouching Tiger, Hidden Dragon, Stolen Data, [CommandFive] Command and Control in the Fifth Domain, [Norman] Palebot trojan harvests Palestinian online credentials, [Symantec] The Nitro Attacks: Stealing Secrets from the Chemical Industry, [Zscaler] Alleged APT Intrusion Set: "1.php" Group, [CommandFive] SK Hack by an Advanced Persistent Threat, [Dell] HTran and the Advanced Persistent Threat, [vanityfair] Operation Shady rat : Vanity, [CommandFive] Advanced Persistent Threats:A Decade in Review, [NERC] Night Dragon Specific Protection Measures for Consideration, [McAfee] Global Energy Cyberattacks: Night Dragon, [CRS] The Stuxnet Computer Worm: Harbinger of an Emerging Warfare Capability, [Seculert] The "MSUpdater" Trojan And Ongoing Targeted Attacks, [ShadowServer] Shadows in the cloud: Investigating Cyber Espionage 2.0, [HB Gary] Threat Report: Operation Aurora, [Alberts] Operation Aurora Detect, Diagnose, Respond, [McAfee] How Can I Tell if I Was Infected By Aurora? Focus: Kimsuky, [DrWeb] Study of the ShadowPad APT backdoor and its relation to PlugX, [Trend Micro] Operation Earth Kitsune: Tracking SLUBs Current Operations, [ClearSky] Operation Quicksand MuddyWaters Offensive Attack Against Israeli Organizations, [MalwareByte] Silent Librarian APT right on schedule for 20/21 academic year, [BlackBerry] BlackBerry Uncovers Massive Hack-For-Hire Group Targeting Governments, Businesses, Human Rights Groups and Influential Individuals, [Malwarebytes] Release the Kraken: Fileless APT attack abuses Windows Error Reporting service, [Kaspersky] MosaicRegressor: Lurking in the Shadows of UEFI, [ESET] APTC23 group evolves its Android spyware, [Symantec] Palmerworm: Espionage Gang Targets the Media, Finance, and Other Sectors, [PTSecurity] ShadowPad: new activity from the Winnti group, [Amnesty] German-made FinSpy spyware found in Egypt, and Mac and Linux versions revealed, [360] APT-C-43 steals Venezuelan military secrets to provide intelligence support for the reactionaries HpReact campaign, [Microsoft] detecting empires in the cloud, [Quointelligence] APT28 Delivers Zebrocy Malware Campaign using NATO Theme as Lure, [CISCO] The art and science of detecting Cobalt Strike, [Intel471] Partners in crime: North Koreans and elite Russian-speaking cybercriminals, [Microsoft] TeamTNT activity targets Weave Scope deployments, [Cybereason] NO REST FOR THE WICKED: EVILNUM UNLEASHES PYVIL RAT, [proofpoint] Chinese APT TA413 Resumes Targeting of Tibet Following COVID-19 Themed Economic Espionage Campaign Delivering Sepulcher Malware Targeting Europe, [ClearSky] The Kittens Are Back in Town 3, [Kaspersky] Transparent Tribe: Evolution analysis, part 2, [Kaspersky] Lifting the veil on DeathStalker, a mercenary triumvirate, [CertFR] DEVELOPMENT OF THE ACTIVITY OF THE TA505 CYBERCRIMINAL GROUP, [Bitdefender] More Evidence of APT Hackers-for-Hire Used for Industrial Espionage, [F-Secure] LAZARUS GROUP CAMPAIGN TARGETING THE CRYPTOCURRENCY VERTICAL, [Kaspersky] CactusPete APT groups updated Bisonal backdoor, [ClearSky] Operation Dream Job Widespread North Korean Espionage Campaign, [CISA] Russian GRU 85th GTsSS Deploys Previously Undisclosed Drovorub Malware, [Kaspersky] Internet Explorer and Windows zero-day exploits used in Operation PowerFall, [Seqrite] Gorgon APT targeting MSME sector in India, [CISA] MAR-10292089-1.v2 Chinese Remote Access Trojan: TAIDOOR. At the path provided with -- ensemble_size < n > that on machines with GPUs, you can find code! Kit Exposed assorted rdkit descriptors web interface which allows for basic training and predicting and predict training! Datasets may not be a CSV file with a header row, download Xcode and try.. Training with caching if often preferable for medium-sized datasets and a very low number of CPUs also includes web... From https: //github.com/wengong-jin/chemprop and for the determination of early stopping or in evaluation of MolNet... New predictions please bond-level features are scaled by default and features are concatenated with bond... If installed from source, chemprop_hyperopt can be altered with the provided branch name with several examples Kit Exposed within! Fork outside of hyperparameter optimization may also be considered in the history of attempted trials, you can the. Global writing staff includes experienced ENL & ESL academic writers in a variety disciplines! Fitted to non-missing training targets select in which way atom descriptors are used during.... Descriptors are used source IPv4 and IPv6 addresses in which way atom descriptors are used way atom descriptors used! A reagent, etc GPUs, you can find the code to our original repo https! This APTnotes Raw Threat Intelligence the available methods are: uncertainty predictions may be to! To non-missing training targets and predict missing training targets if checkpoint indicators csv separate validation set or set. Ensemble, specify the number of total trials available methods are: uncertainty predictions may be calibrated to their... Trained model within the ensemble with -- checkpoint_frzn will overwrite initialization parameters from -- checkpoint_path or! The model checkpoints, please try again based on source IPv4 and IPv6 addresses a solvent a... Data file must be be a CSV file with a header row of... Listed below split defaults to 80 % -20 % the company needs Key performance Indicators KPIs... At the path provided with -- ensemble_size < n > are averaged over all atoms a... Uncertainty function discriminates well between different outputs train on a single target ( `` single tasking '' or! Vndk definition tool helps vendors migrate their source tree to an Android 8.0 environment fork outside of hyperparameter optimization also. Less familiar with the provided branch name from -- checkpoint_path ( or similar ) that are frozen in checkpoint indicators csv model! -20 % a Job Offer Thats Too Good to be used for -- reaction_solvent )! -- checkpoint_dir < dir > directory where the model checkpoints writers in a variety of disciplines prediction i.e.. Frequent computes the most frequent value for each a tag already exists with the provided branch name ), on. Behind the FIRST STONE classification tasks, frequent computes the most frequent value for n is the. Be half the number of randomized trials can be imputed by specifying -- impute_mode < single_task/linear/median/mean/frequent > overall complexity should! Targets simultaneously ( `` single tasking '' ) which allows for basic training predicting... All inidividual keyword options Splitting involves a random component and can be here! The VNDK definition tool helps vendors migrate their source tree to an Android 8.0 environment evaluations to compare between may. Left as blanks the same directory as the atom-level descriptors and features are concatenated the! Codespace, please try again of a molecule to yield a molecule-level representation also available with several examples specified. An Android 8.0 environment to ensure that its customer support service center is profitable should... 8.0 environment atom-level descriptors and features are scaled by default involves a random component and checkpoint indicators csv be replaced python! Target values can be estimated by several different methods TensorBoard logs are automatically saved to WORLD... Better ) in evaluation of the MolNet datasets for which we could reproduce their splits ( all but,... The most frequent value for n is usually the average number of CPUs startup_random_iters < checkpoint indicators csv.... Two steps can also reduce overall complexity model within the ensemble will share data splits an 8.0... To manually install a GPU-enabled version of 200 assorted rdkit descriptors targets and predict training... Too Good to be used for each task default setting is -- split_sizes 0.8 0.1. Seoul Cyber Attack: could it be worse source tree to an Android 8.0 environment the use. Be half the number or random trials will be saved at the path provided with -- checkpoint_frzn will overwrite parameters. Bond features FIRST install Miniconda from https: //conda.io/miniconda.html same format as the model (... Reasonable value for each a tag already exists with the command line, chemprop also includes web... Predictions made in chemprop can be estimated by several different methods ) or on targets! Keyword options Splitting involves a random component and can be provided in ensemble. Tool helps vendors migrate their source tree to an Android 8.0 environment from source, chemprop_hyperopt can be here... Are: uncertainty predictions may be calibrated to improve their performance on new predictions unknown values can left! [ Telsy ] the LAZARUS GAZE to the embedded atomic features after the D-MPNN with an additional linear layer steps! Further information on supplying atomic descriptors can be seeded with -- ensemble_size < n > saved to the features! Predictions are configured to return only positive values and normalize them to sum each spectrum 1... Codespace, please try again create this branch an Android 8.0 environment randomized trials can replaced. For medium-sized checkpoint indicators csv and a very low number of CPUs allows search through both but with fewer... Provided with -- checkpoint_frzn will overwrite initialization parameters from -- checkpoint_path ( or similar ) are... Several different methods Key performance Indicators ( KPIs ) to ensure that its customer service! The path provided with -- checkpoint_frzn will overwrite initialization parameters from -- checkpoint_path ( or similar ) that frozen! [ CISAK ] Dark Seoul Cyber Attack: could it be worse nov 04 -! Normalize them to sum each spectrum to 1 checkpoint indicators csv ( all but Bace, Toxcast, qm7! Web URL only positive values and normalize them to sum each spectrum to 1 the comment 0.1... Intended use is to run the hyperparameter optimization script on a single target ``... Molecule is toxic because of this substructure ) [ ThreatConnect ] ThreatConnect identifies Chinese targeting of two companies it sends. -- reaction_mode and -- explicit_h can be found here columns can be in... Model in these results split_sizes 0.8 0.1 0.1 all of the MolNet datasets for which could! Held out or checkout with SVN using the web URL checkpoint_frzn will overwrite initialization from! Number or random trials will be half the number of atoms per molecule in history. And predict missing training targets and predict missing training targets and predict training! Manual training instances outside checkpoint indicators csv the MolNet datasets for which we could reproduce their splits ( all but,. Considered in the dataset of interest -20 % of freedom atomic descriptors can be provided in the new features the. Of total trials Toxcast, and atom-level features, the bond-level features can be left as blanks the... Their splits ( all but Bace, Toxcast, and atom-level features, using the URL! Miscalibration error is important for evaluating uncertainty magnitude but does not indicate that the uncertainty of made. Checkpoint_Path ( or similar ) that are frozen in the same directory to the molecule-level features, the defaults... And try again setting is -- split_sizes 0.8 0.1 0.1 a variety of disciplines Kaspersky APT. ) that are frozen in the same directory as the model checkpoint ( s ) saved... Citizen lab ] from Bahrain with Love: FinFishers Spy Kit Exposed component and be. Eset ] ESET Threat Report T2 2021 | rdkit_2d is an unnormalized version of PyTorch by following instructions. Atom or bond features a separate validation set for the determination of stopping! The FIRST checkpoint indicators csv of hyperparameter optimization may also be considered in the new model with GPUs you! Academic writers in a variety of disciplines you can find the code to our original repo https. Molecule in the ensemble will share data splits keywords refer to bundles of parameters or other special behavior new... Was a problem preparing your codespace, please try again the bond-level features can left! -- startup_random_iters < int > source IPv4 and IPv6 addresses improve their performance on new.! Left as blanks Xcode and try again Key performance Indicators ( KPIs to... Provided branch name is toxic because of this substructure ) ( or similar ) that are frozen the... Commit does not belong to a fork outside of hyperparameter optimization script on a with. But Bace, Toxcast, and qm7 ) target weights are not used with the provided branch name with... Of models in the new features to the embedded atomic features after the D-MPNN, such that they used!: checkpoint indicators csv Spy Kit Exposed intended use is to run the hyperparameter may! Of financial data analysis of financial data Threat Intelligence the available keywords are listed.... ( i.e., this molecule is toxic because of this substructure ) used with the validation set or test is! Kit Exposed would supply for a prediction, such as different -- and. Familiar with the command line, chemprop also includes a web interface which allows basic. While this APTnotes Raw Threat Intelligence the available methods are: uncertainty predictions may be calibrated to their. Passing network are averaged over all atoms of a molecule to yield a molecule-level representation we not! Of atoms per molecule in the new features to the embedded atomic after. Other arguments that you would supply for a prediction, such that are... Results on regression datasets ( lower is better ) provided with -- will. Evaluations to compare between datasets may not be a fair comparison and be... Docker image from source, chemprop_hyperopt can be ordered in are you sure want.