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cs.LG2026
Active Neural Matter: A Finite-Window Response Framework for Physical Systems and Distributed AI Workflows
Tianchi Chen, Shihua Yu
Physical systems and distributed AI workflows can retain past information, receive delayed feedback and combine conflicting signals. These features pose a common modeling problem:…
cs.LG2026
Coarse-Graining Recursive Expert Computation: Continuation-Relative Interfaces and Failure Modes
Shihua Yu, Yanzhi Wang, Tianchi Chen
Computational coarse-graining aims to replace a sequence of updates with a cheaper module while preserving task performance. We present a continuation-relative evaluation framework…