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Jia-Hao Kong

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#machine learning Preprint Sep 2026

TailProp: content-adaptive light- and heavy-tailed propagation for vision

Control ablations show that gains in cross-regime adaptive propagation are not explained by single-basis propagation, an additional same-family branch, or within-family adaptive order alone, supporting complementary two-basis propagation as an effective design principle for visual representation learning.

Jia-Hao Kong, Zi-Han Li · 0 citations
Preprint Aug 2026

LayerRecall: A State-Conditioned Memory Router for Long-Horizon Consistency in Video Generation

This work introduces LayerRecall, a current-conditioned, layer-selective memory router that retrieves relevant historical K/V states and injects them only into backbone-specific memory-sensitive layers while preserving local attention elsewhere, and proposes Cross-Horizon Prediction Matching (CHPM), which uses a privil...

Yixuan Ding, Jia-Hao Kong, Wei Huang et al. · 2 citations · ⚡2

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