Author

Guiguang Ding

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#artificial intelligence Preprint Oct 2026

What to Preserve in Recursive Computation: A Local Predictive Sufficiency Principle

Recursive computation repeatedly compresses or reuses intermediate states, creating a simple tension: information that must remain useful across longer recursive paths is also exposed to more opportunities for loss before reaching the final prediction. Existing reconstruction or local-prediction objectives provide trac...

Pei-Lin Wang, Shi-Yang Feng, Hong-Fu Gao et al. · 0 citations

Preprint Aug 2026

Towards Purified Multi-Label Test-Time Adaptation of Vision-Language Models

PuRF is introduced, a novel PuRiFication-driven cache-based method for multi-label test-time adaptation of vision-language models that consistently outperforms state-of-the-art methods on ViT-B/32 across five datasets.

Yiwen Liang, Hui Chen, Yizhe Xiong et al. · 0 citations