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OwlSight: A Panoramic Monitor for Chain-of-Thought Reasoning

Hugging Face Daily Papers5d ago

SafeDriveVLA: Navigation-Conditioned World Model Dreaming for Conflict-Aware End-to-End Autonomous Driving

MS-Eval: Benchmarking Sub-Agent Delegation and Orchestration in MCP-Intensive Working Scenarios

Robust Function Calling for LLM Agents Under Interface Drift

DrugHarness: An Evolvable Agent Harness for Computational Drug Discovery

Rethinking GRPO for Large Reasoning Model Safety Alignment

Before Retrieval Begins: Safety and Tool-Use Decisions in LLM Agents

Ignored, Not Refused: What Low Prompt-Injection Success Rates Hide in Small Tool-Using Agents

LocalIntent: Outcome-Specific Structured Generation for Backend-Compatible Smart Building Automation with Local LLMs

AI-Driven Reproducibility and Analytical Robustness in Scientific Discovery

ECHO: Replacing the Compliance Proxy with Response Harmfulness in Optimization-Based Jailbreak Attack

Hugging Face Daily Papers4d ago

FDE-Gym: The Last Mile of AI Delivery

Hugging Face Daily Papers4d ago

OS-Helix: Unifying GUI Interaction and Code Execution in Native Computer-Using Agents

Multiple Turns, Short Horizons: Measuring Effective-Horizon Compression in Jailbreaks

Decoding What iOS Location Services Send to Apple: An LLM Is an Unreliable Analyst but a Useful Toolmaker

TUPLE-Bench: Evaluating and Mitigating Privacy-Utility Trade-offs in Typed Decision Models

Recursive Reward Improvement via Adversarial Meta-Prompt Evolution

From Approval to Abuse: Privilege Escalation Attacks on Harness-Protected Coding Agents

Cryptographically Secure Agent-to-Agent Communication in Multi-Agent Systems

The LLM-Attacker: A Unified Red-Team Framework for Privacy Evaluation of Split and Distributed LLM Systems

The Model Knows Better: Defending Medical Multi-Agent Systems Against Prompt Injection

Provable Authority: A Protocol for Verifiable Authority Resolution and Control Across Human, Organizational, and Agentic Transactions

SAFETYEDIT: Sparse Internal Targets with Prompt-Wide Control for LLM Jailbreak Backdoors

MobileInject: Evaluating Reasoning-to-Action Security of MLLM-Based Mobile Agents under Cross-Modal Consistency Injection

Monitor-Validity Failures: LLM Safety Evidence Paths at Evolving Framework Boundaries

TokenEconomizer: Experience-Driven Black-Box Cost Control for Coding Agents

Identify, Classify, Act: Per-Instruction Controlled Compliance for LLMs over External Data

AI Models Can Provably Hide Arbitrary Capabilities

When to Forget: Risk-Controlled Context Adaptation for Long-Horizon Agents

Federated Art Chase: Privacy Leakage and Data Poisoning in Federated Fine-Tuning

Anytime Contracts for AI Services

Shortcut Sensitivity in Agent-Safety Evaluations

From Training to Escalation: Forensic Analysis and Local Recreation of RL/RLHF-Induced Privilege Escalation in AI Agents (CVE-2026-65616)

Hugging Face Daily Papers5d ago

Diagnosing and Correcting Reward Hacking in Verifiable Instruction Following

Refusal Is Not Robustness: Measuring Harmful Reachability in Autoregressive Language Models

Hugging Face Daily Papers5d ago

What Makes a Social Agent's Interactions Effective? Learning from Verifiable Outcomes in Paired Worlds

Following Delegation Traces to Study Human Oversight in Interaction with Multimodal AI

Hugging Face Daily Papers5d ago

AgentSafeEvo: Adversarial Co-Evolution for LLM Agent Safety

Failure Is the Mother of Success: Recovering Supervision with Grounding Hindsight

HardEval: An Execution-Verified Benchmark for AI-Driven Security Hardening and Compliance Remediation

Diviner: Agentic RCA with Human-Governed Adaptation for Large-Scale Infrastructure

Agent Status Protocol (ASP): A Lightweight Specification for State Reporting in Multi-Agent Systems

CARE-SD: Explainable Reasoning Architecture for Local SLM Self-Disclosure Analysis in Textual Data

Matoi: Selective Revalidation of Consequence Evidence for Agent Authorization

Approve What, Exactly? Effect Binding and Trusted Rendering for Agent Step-Up Authorization

Decoupled Safety Control: A Safety-Control Algorithm for Training-Free Safety Guidance

Hugging Face Daily Papers6d ago

DecisionRobust: Benchmarking Robustness for JEV Style Decision Models Across Text and Vision

INFUSE: A Unified Surface Benchmark for Indirect Prompt Injection in Agentic Systems