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cs.LG2026
Refusal Is Not Robustness: Measuring Harmful Reachability in Autoregressive Language Models
Parv Kapoor, Teresa Fortes, Claudia Mamede +3
LLM safety evaluations via jailbreaking typically index on attack success rate (ASR): whether a generated response violates safeguards. However, ASR only evaluates sampled outputs…
cs.LG2026
Runtime Monitoring of Perception-Based Autonomous Systems via Embedding Temporal Logic
Parv Kapoor, Abigail Hammer, Ashish Kapoor +2
Runtime monitoring of autonomous systems traditionally relies on mapping continuous sensor observations to discrete logical propositions defined over low-dimensional state variable…