Author

Hongyan An

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Preprint Aug 2026

DASH: Divergence-Adaptive Supervision Horizons for On-Policy Self-Distillation of Reasoning Models

DASH maps the gap between each local distillation signal and the sequence-level mean to an adaptive propagation gate and then uses these gates to control backward multi-step aggregation and improves over matched vanilla OPSD reruns on every benchmark at all three model scales.

Zhi-Yan Hou, Xinyu Tang, Hongyan An et al. · 1 citation

Review Aug 2026

Continual Learning in Transition

Anchored by this tri-axial framework, representative methods are systematically surveyed, the ongoing transition of continual learning is traced, and the key challenges, broader implications, and future directions arising from this paradigm shift are discussed.

Zhi-Yan Hou, Dan Zhang, Tao Feng et al. · 0 citations