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LLM-WikiRace Benchmark Reveals Frontier AI Models Still Struggle with Planning Over Knowledge Graphs New Research Demystifies Variance in Circuit Discovery of Large Language Models PISA Memory System Draws on Cognitive Psychology to Boost AI Agent Adaptability New Multi-Scale Two-Stream Framework Aims to Decouple Semantics from Distortions in AI-Generated Image Quality Assessment P3B3 Benchmark Reveals Strong Brazilian Portuguese Bias in Large Language Models Controlled Dynamics Attractor Transformer: New Model Targets Graph Anomaly Detection with Biologically Plausible Attention Tamil Nadu OE Spinning Mills Threaten 50% Production Cut Over High Cotton Waste Prices BridgePolicy: New Diffusion Bridge Method Improves Visuomotor Policy Learning in Robotics New Theory Explains How Deep Transformers Achieve Adaptive Inference Using Function Vectors PVminerLLM2 Uses Preference Optimization to Improve Structured Patient Voice Extraction LLM-WikiRace Benchmark Reveals Frontier AI Models Still Struggle with Planning Over Knowledge Graphs New Research Demystifies Variance in Circuit Discovery of Large Language Models PISA Memory System Draws on Cognitive Psychology to Boost AI Agent Adaptability New Multi-Scale Two-Stream Framework Aims to Decouple Semantics from Distortions in AI-Generated Image Quality Assessment P3B3 Benchmark Reveals Strong Brazilian Portuguese Bias in Large Language Models Controlled Dynamics Attractor Transformer: New Model Targets Graph Anomaly Detection with Biologically Plausible Attention Tamil Nadu OE Spinning Mills Threaten 50% Production Cut Over High Cotton Waste Prices BridgePolicy: New Diffusion Bridge Method Improves Visuomotor Policy Learning in Robotics New Theory Explains How Deep Transformers Achieve Adaptive Inference Using Function Vectors PVminerLLM2 Uses Preference Optimization to Improve Structured Patient Voice Extraction
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jailbreak

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New Automated Jailbreak Attack UNIATTACK Achieves High Success Rate Against Multi-Layered LLM Defenses Technology
Cybersecurity #automated#jailbreak

New Automated Jailbreak Attack UNIATTACK Achieves High Success Rate Against Multi-Layered LLM Defenses

Researchers present UNIATTACK, an adversarial testing framework that extracts high-impact attack features from existing exploits and uses a specialized attacker LLM to compose flexible templates. The framework achieves an average attack success rate improvement of 64.63% to 248.82% over baselines on models with multi-layered defenses, while costing only 0.03% to 4.96% of baseline costs.

Jun 16, 2026 1 source
GAS-Leak-LLM: Genetic Algorithm Jailbreaks Black-Box LLMs, Exposing Safety Gaps Technology
Artificial Intelligence #llm#jailbreak

GAS-Leak-LLM: Genetic Algorithm Jailbreaks Black-Box LLMs, Exposing Safety Gaps

A new research paper introduces GAS-Leak-LLM, a genetic algorithm-based attack that evolves adversarial suffixes to bypass LLM safety constraints in a strict black-box setting. The method requires no access to model internals, revealing critical security shortcomings in current LLM deployments.

Jun 16, 2026 1 source