Human-Centered Learning Mechanics: Observable Entropy Control under Protected-Risk Constraints.

arXiv:2605.22940v2 Announce Type: replace-cross Abstract: Entropy reduction is not a safety criterion: it can leave predictions unchanged or accompany increasing risk for a protected group. We study entropy-regulated learning under separately specified task, r