Author

Dong Li

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Conference Open access Sep 2026

PURE: Purging Unrelated Representations for Content-Agnostic Forgery Detection

This work proposes PURE (Purging Unrelated Representations for Content-Agnostic Forgery Detection), which achieves content-agnostic detection through two complementary components: a Causal Semantic Generative (CSG) mechanism that disentangles semantic representations from forgery-irrelevant nuisance factors, and a Gaus...

Xin-Yu Wu, Dong Li, Minglai Shao et al. · Proceedings of the Thirty-Fi... · 0 citations

Conference Open access 2026

Uncertainty-Aware Test-Time Search for Optimization Problem Solving

UMCTS is an Uncertainty-aware Monte Carlo Tree Search framework that combines the language understanding capability of large language models with the reliability of well-established solvers and achieves state-of-the-art solution accuracy and improves efficiency by reducing token usage.

Linlin Yu, Xujiang Zhao, Dong Li et al. · Annual Meeting of the Associ... · 0 citations