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cs.AI2026
Speculative Probing: LLM Monitoring at Speculative-Decoding Cost
Collin Zhang, Tingwei Zhang, Vitaly Shmatikov
Real-time classification during language model inference is valuable for safety filtering, behavioral analysis, and model monitoring, but current approaches force a trade-off betwe…
cs.CR2026
How to Steal Reasoning Without Reasoning Traces
Tingwei Zhang, John X. Morris, Vitaly Shmatikov
Many large language models (LLMs) use reasoning to generate responses but do not reveal their full reasoning traces (a.k.a. chains of thought), instead outputting only final answer…