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The Role of Feedback Alignment in Self-Distillation

Hugging Face Daily Papers · 2026-06-09 Cached

This paper studies context design for self-distillation in language models, finding that step-aligned critique feedback significantly outperforms binary reward or reference solution conditioning, because it targets only erroneous tokens while preserving correct behavior.

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#feedback-alignment

Biological Plausibility and Representational Alignment of Feedback Alignment in Convolutional Networks

arXiv cs.AI · 2026-05-12 Cached

This paper evaluates the biological plausibility and representational alignment of feedback alignment algorithms in convolutional networks, comparing them to standard backpropagation on CIFAR-10. The authors find that modified feedback alignment methods converge on internal representations similar to those produced by backpropagation, suggesting functional success through mimicking representational geometry.

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