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AI Theory

Trusted Machine Learning Models Unlock Private Inference for Problems Currently Infeasible with Cryptography
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AI Generated 🤗 Daily Papers AI Theory Privacy 🏢 Google DeepMind
Machine learning models can enable secure computations previously impossible with cryptography, achieving privacy and efficiency in Trusted Capable Model Environments (TCMEs).
Game-theoretic LLM: Agent Workflow for Negotiation Games
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AI Generated 🤗 Daily Papers AI Theory Optimization 🏢 UC Santa Barbara
Game-theoretic LLMs: Agent Workflow for Negotiation Games enhances large language model (LLM) rationality in strategic decision-making through novel game-theoretic workflows.
Minimum Entropy Coupling with Bottleneck
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AI Generated 🤗 Daily Papers AI Theory Optimization 🏢 University of Toronto
A new lossy compression framework handles reconstruction distribution divergence by integrating a bottleneck, extending minimum entropy coupling and offering guaranteed performance.