AINeutralarXiv – CS AI · 10h ago6/10
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A Communication-Theoretic Framework for LLM Agents: Cost-Aware Adaptive Reliability
Researchers present a communication-theoretic framework that unifies LLM reliability techniques (retry, majority voting, self-consistency) under classical information theory, introducing a cost-aware router that achieves 56% lower costs than fixed approaches while maintaining quality. The work demonstrates that no single reliability technique dominates across all tasks, supporting dynamic per-task allocation strategies.