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#communication-theory News & Analysis

2 articles tagged with #communication-theory. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles
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.

AINeutralarXiv – CS AI · 10h ago6/10
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Neural Information Causality

Researchers present Neural Information Causality (Neural-IC), a theoretical framework that formalizes how neural network representations function as communication channels under query-separated computation. The work establishes operational bounds on information leakage through bottlenecks and demonstrates that quantum advantages in specific architectures depend on fair query-conditioned access rather than total information capacity.

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