AINeutralarXiv – CS AI · 6h ago6/10
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Support sufficiency as action-sufficient compression: a single-cycle rate-regret formulation
A theoretical computer science paper formalizes decision-making under information constraints as action-sufficient compression, where systems need only preserve distinctions relevant to choosing optimal actions rather than reconstructing full state information. The framework applies rate-distortion theory to support states with regret-based distortion, offering a mathematical foundation for robust single-cycle arbitration.