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calibrated reasoning 1deferral mechanisms 1edge computing 1large language models 1uncertainty estimation 1

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20242026
most citedSCAN-BEST: Sub-6GHz-Aided Near-field Beam Selection with Formal Reliability Guarantees

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stat.ML2026

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

Amirmohammad Farzaneh, Osvaldo Simeone

The paper introduces Think Short, Defer Smart (TSDS), a framework for edge-deployed LLM agents that stops on-device reasoning when actions stabilize and defers uncertain actions to…