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Zi-Xiang Ni

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#machine learning Preprint Sep 2026

ReTaCo: Residual-Target Control for On-Policy Distillation

On-policy distillation (OPD) trains a student on its own generated prefixes with token-level teacher feedback, but transmitting or storing the teacher's full-vocabulary distribution at every token is costly. Entropy-aware OPD (EOPD) adds forward supervision to reverse KL to help the student recover plausible tokens it...

Zi-Xiang Ni, Zhuo-Lun Hu, Ren-Jie Cao et al. · 0 citations

Jul 2026

RADIANCE: Relative Adaptive Denoising with IP-Adapter for Novel Concept Enhancement

RADIANCE is proposed, a training-free framework that treats inference as a closed-loop feedback process that consistently enhances compositional alignment and perceptual quality over state-of-the-art baselines.

Zi-Xiang Ni, Bo-Lun Huang, Teng-Fang Hsiao et al. · arXiv.org · 0 citations