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Score Broadcast and Decorrelation: A General Framework for Broadcast-Based Credit Assignment

arXiv cs.LG · 2026-06-01 Cached

Introduces Score Broadcast and Decorrelation (SBD), a principled framework for broadcast-based credit assignment that generalizes to differentiable loss families including cross-entropy, Bregman divergences, and proper scoring rules. The work provides theoretical grounding for the three-factor learning rule and demonstrates improved performance over existing broadcast approaches on CIFAR-10 and Tiny ImageNet.

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