Task-Sufficient Contraction: Source Selection for Machine Information Interfaces
cs.IT, cs.LG, math.IT
Submitted: 2026-10-06
Updated: 2026-10-06
Sources
- Source-Side Sufficiency for the Information Bottleneck: Exact Reduction and Finite-Block Equivalence
- Designed-Source Reductions and a Dual-Purpose Feasibility Band for Semantic Rate-Distortion
- Beyond tokens: a unified framework for latent communication in LLM-based multi-agent systems
- Bayes-Sufficient Representations in Supervised Learning
- Loss-Shift Transfer via Bayes Quotients
- Support Sufficiency as Consequence-Sensitive Compression in Belief Arbitration
- Support sufficiency as action-sufficient compression: a single-cycle rate-regret formulation
- What Must a World Model Distinguish for Planning?
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