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20212026
most citedSTARNet: Sensor Trustworthiness and Anomaly Recognition via Approximated Likelihood Regret for Robust Edge Autonomy

2 citations · 5 across the 20 of their papers we have counts for

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cs.AI2026

Self-Healing Harness for Runtime Oversight of Agent Self-Modification

Sina Tayebati, Divake Kumar, Nastaran Darabi +2

LLM agents can change their own future behavior, raising a basic control question of which self-generated changes should be allowed to persist. We formulate this as admission contr…

cs.AI2026

TRACER: Trajectory Risk Aggregation for Critical Episodes in Agentic Reasoning

Sina Tayebati, Divake Kumar, Nastaran Darabi +3

Estimating uncertainty for AI agents in real-world multi-turn tool-using interaction with humans is difficult because failures are often triggered by sparse critical episodes (e.g.…