Author

Weiming Zhang

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#artificial intelligence Preprint Oct 2026

LoOPSD: On-Policy Self-Distillation with Looped Teachers

On-policy self-distillation improves a model using guidance from the model itself, but it still requires a teacher that provides more useful predictions than the student. Existing approaches obtain such guidance by giving the teacher additional context or instructions. We ask whether it can instead come from changing h...

Wei Fan, Qing-Yue Yang, Chao-Hong Tan et al. · 0 citations

Jul 2026

FARI: Robust One-Step Inversion for Watermarking in Diffusion Models

FARI is proposed, a one-step inversion framework paired with lightweight adversarial LoRA fine-tuning of the denoiser for watermark extraction that surpasses 50-step DDIM inversion on watermark-verification robustness while dramatically reducing inference time.

Jindong Yang, Han Fang, Wei-Ming Zhang et al. · arXiv.org · 1 citation