This paper is included in the Proceedings of the 35th USENIX Security Symposium.
Cen Zhang, Younggi Park, Fabian Fleischer et al.
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Preprint
Aug 2026
Escaping Confidence Trap: Evolutionary Decoding for Mathematical Reasoning in Diffusion LLMs
This work analyzes the decoding trajectories of LLaDA 2.0 and identifies a recurring diffusion confidence trap, which improves LLaDA 2.0 over confidence-based decoding, leading to more reliable mathematical reasoning.
Zhenhong Sun, Han-Qing Zhao, Yatao Bian et al.
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Preprint
Aug 2026
Breadcrumbing Search Agents
This work studies the channel delivering search and page observations is a fragile security boundary and introduces Authority-Chain Hijack (ACH), an expert-refined strategy that turns isolated search-result and page-content manipulations into a coherent evidence chain across seemingly corroborating sources.
Xuebin Li, Han-Qing Zhao, Si-Yuan Liang et al.
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