adversarial-evasion
8 live · 31 on record · last incident 1 day ago
Live8
- liveQwen Stress-testing sandbagging detection under adaptive attack
Research · since 13 Nov 2026
Researchers studied how sandbagging models adapt to detection mechanisms, fine-tuning open-weight models to evade detection during safety audits. The study evaluates these evasion strategies on Qwen models without real-world incidents.
AI - liveLLMs Logit Laundering: Evading Data-Use Auditing in Large Language Models
Research · since 9 Nov 2026
Researchers introduce an adversarial technique called logit laundering to bypass watermarking-based data-use auditing in large language models.
AI - liveLLMs RL-ATTACK: A Generalized Black-Box Adversarial Attack on Language Models via Reinforcement Learning
Research · since 9 Nov 2026
Researchers propose a trainable black-box adversarial attack framework using reinforcement learning to identify language model vulnerabilities without gradient access.
AI - liveBank Phishing Sites Deploy Fake Suspended Pages to Evade Takedowns
Breaches & attacks · Exploited · since 5 Nov 2026
Threat actors deployed over 200 phishing sites that display benign suspended pages to returning visitors to avoid detection. The campaign specifically targeted banking customers using evasion techniques.
- liveLLM search agents Adversarial Self-Evolving Attacks on Search Agents
Research · since 4 Nov 2026
Researchers propose an adversarial self-evolution framework to emulate dynamic threats against LLM search agents. The method automates malicious information injection and context manipulation during web retrieval.
AI - liveLeWorldModel Spoofing the Latent State: Imperceptible Goal-Image Attacks on LeWM
Research · since 3 Nov 2026
Researchers demonstrated a test-time attack that derails planning in LeWorldModel by manipulating goal-image latents. The work shows that imperceptible perturbations can force the visual world model to misdirect control tasks.
AI - liveBlack-Box Adversarial Example Attacks on ML Election Systems
Research · since 3 Nov 2026
Researchers demonstrate black-box adversarial example attacks against machine learning-based ballot classification models used in election systems. The work proves that classifiers can be manipulated to alter election outcomes without requiring white-box access to model parameters.
AI - liveLLM Agent Memory Managers Accept Changes, Reject Attacks: Robust Memory Management for LLM Agents
Research · since 2 Nov 2026
Researchers explore memory poisoning and outdated memory vulnerabilities in long-term memory management systems for LLM agents. The study demonstrates how planted passages and injected instructions can compromise agent memory integrity.
AI
Earlier23
- closedProvably Secure Diffusion Watermarking Against Removal Adversaries
Research · since 30 Oct 2026
AI - closedMIG-COW MIG-COW: Transferable Adversarial Attacks on Deepfake Detectors
Research · since 23 Oct 2026
AI - closedKGW Unified Attack Framework Bypasses Statistical Generative LLM Watermarks
Research · since 21 Oct 2026
AI - closedAttempted Evasion of Machine Learning Phishing Website Detection
Research · since Dec 2022 (approx.)
AI - closedCylancePROTECT Researchers bypass Cylance AI malware detector with universal string
Research · since 31 Mar 2023
AI - closedMicrosoft Edge AI Product Azure Red Team demonstrates adversarial evasion on Microsoft edge AI product
Research · since 31 Mar 2023
AI - closedCommercial Face Identification Service MITRE AI Red Team demonstrates physical evasion attack on face identification
Research · since 31 Mar 2023
AI - closedPalo Alto Networks DGA Detector CNN-Based Botnet DGA Detector Bypassed via Domain Mutation
Research · since 31 Mar 2023
AI - closedKaspersky Antimalware ML Model Kaspersky Antimalware ML Model Evaded via Feature Knowledge
Research · since 31 Mar 2023
AI - closedGoogle Translate Researchers replicate machine translation services and transfer adversarial attacks
Research · since 31 Mar 2023
AI - closedPalo Alto Networks C&C Traffic Detector Palo Alto Networks security team demonstrates evasion of deep learning malware detector
Research · since 31 Mar 2023
AI - closedKaspersky Antimalware ML Adversarial Evasion of Kaspersky Antimalware Neural Networks
Research · since 23 Jun 2021
AI - closedDGA detector Botnet DGA Detection Evasion Using Domain Mutation
Research · since 1 Jan 2020
AI - closedPalo Alto Networks malware detection system Evasion of Deep Learning Detector for Malware C&C Traffic
Research · since 1 Jan 2020
AI - closedCylancePROTECT Bypassing Cylance AI Malware Detection via Universal String
Research · since 7 Sep 2019
AI - closedGoogle Translate Model Extraction and Adversarial Attacks on Translation APIs
Research · since 30 Apr 2020
AI - closedEdge AI Product Microsoft Edge AI Product Evasion Red Team Exercise
Research · since Feb 2020 (approx.)
AI - closedAzure Microsoft Internal Azure AI Service Red Team Exercise
Research · since Jan 2020 (approx.)
AI - closedCommercial Face Identification Service Face Identification System Evasion via Physical Countermeasures
Research · since 1 Jan 2020
AI - closed3.7ProofPoint Email Protection ProofPoint Email Protection Evasion via Surrogate Model
Research · since 9 Sep 2019 · updated 31 Mar 2023 · CVE-2019-20634
AI - closedTikTok automated moderation Suicide Clips Evaded TikTok Content Moderation in Coordinated Attack
Patch now · Exploited · since 20 Sep 2020
AI - closedTesla Autopilot Researchers demonstrate adversarial attack on Tesla Autopilot lane detection
Research · since 29 Mar 2019
AI - closedFace ID Security Firm Bypasses Apple Face ID with Crafted Mask
Research · since 13 Sep 2017
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