consistency-regularization

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#consistency-regularization

When Context Returns: Toward Robust Internalization in On-Policy Distillation

arXiv cs.LG · 2026-06-11 Cached

The paper identifies that reintroducing privileged context to a distilled student model degrades performance (context-induced degradation), and proposes a lightweight consistency regularizer that anchors no-context outputs to mitigate this issue, improving robustness across 12 configurations.

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#consistency-regularization

Cross-scale Aligned Supervision for Training GANs

Hugging Face Daily Papers · 2026-05-26 Cached

This paper proposes CAT, a cross-scale aligned transformer that enforces consistency between intermediate and final GAN outputs to resolve trajectory misalignment, achieving state-of-the-art FID of 1.56 on ImageNet-256.

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