SecureWebArena is a new benchmark suite for holistic security evaluation of LVLM-based web agents using diverse simulated environments, attack taxonomies, and multi-layered failure analysis across reasoning, behavior, and outcomes.
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A safeguard that uses speculative inference on small language models to produce draft responses for safety prediction, lowering false negatives in pre-model jailbreak detection.
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SecureWebArena: A Holistic Security Evaluation Benchmark for LVLM-based Web Agents
SecureWebArena is a new benchmark suite for holistic security evaluation of LVLM-based web agents using diverse simulated environments, attack taxonomies, and multi-layered failure analysis across reasoning, behavior, and outcomes.
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Exploring and Developing a Pre-Model Safeguard with Draft Models
A safeguard that uses speculative inference on small language models to produce draft responses for safety prediction, lowering false negatives in pre-model jailbreak detection.
- GRM: Utility-Aware Jailbreak Attacks on Audio LLMs via Gradient-Ratio Masking