Author

Xiang Zhang

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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. · ACM Transactions on Knowledg... · 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

Preprint Aug 2026

Multi-Granularity Context-Enhanced RAG over Multimodal Knowledge Graphs

Retrieval-augmented generation (RAG) is widely used to mitigate hallucination issues in large language models (LLMs) and multimodal large language models (MLLMs). In particular, knowledge graph (KG)-based RAG leverages structured knowledge to provide (M)LLMs with high-quality external information. Building on these wor...

Zongyu Wu, Yilong Wang, Xiaochen Wang et al. · 0 citations