FIELD NOTES TOPIC

multi-objective learn-then-test (ltt)

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  1. Think Short, Defer Smart, Act, and Repeat: Calibrated Reasoning and Uncertainty-Aware Deferral for Edge LLM Agents

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    The paper proposes a framework called Think Short, Defer Smart (TSDS) for LLM agents that follow the ReAct paradigm. This framework helps manage reasoning budget and ensures reliability when deployed at the edge. It…