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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Min-hua Lin

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3 papers indexed here

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Aug 2026

How Far Are LLMs from Real Search: Rethinking the Complementary Roles of Search and Learning

Search plays a fundamental role in problem-solving across various domains, with most real-world decision-making problems being solvable through systematic search. Drawing inspiration from recent discussions on search and learning, we systematically explore the complementary relationship between search and Large Languag...

Min-hua Lin, Hui Liu, Xian-Feng Tang et al. · 0 citations
Preprint Aug 2026

Trojaning the Alignment: Stealthy Backdoor Attacks against Graph Foundation Models

Graph Foundation Models (GFMs) on text-attributed graphs (TAGs) align graph representations with language semantics to support transferable graph learning. Despite these advantages, the backdoor vulnerability of GFMs on TAGs remains insufficiently understood, especially under graph-language alignment, where graph and t...

Min-hua Lin, Zhi-Cheng Gao, Yilong Wang et al. · 0 citations

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