large language models 2agent consistency 1alignment faking 1calibration 1contrastive fine-tuning 1corpus adaptation 1embedding models 1interpretability 1model probing 1refusal detection 1schema retrieval 1selective prediction 1
From the 3 of 7 linked papers with an AI index.
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cs.AI2026
When Agents Disagree With Themselves: Behavioral Consistency as an Uncertainty Signal for LLM Agents
Aman Mehta
The paper demonstrates that running the same LLM agent repeatedly on identical inputs yields varying action sequences, and that the level of behavioral consistency can serve as a t…
cs.AI2026
Plans Don't Persist: Why Context Management Is Load Bearing for LLM Agents
Aman Mehta, Anupam Datta
Long-horizon agents depend on context management: systems compress, summarize, and evict old tokens so tasks can continue beyond finite windows. That is safe only when dropped info…
cs.AI2026
When Agents Commit Too Soon: Diagnosing Premature Commitment in LLM Agents
Aman Mehta
Long-horizon LLM agents can fail quietly: they settle on one reading of the evidence early, then spend the rest of the run defending it. We call this premature commitment. Final-an…