Author

Zujie Ren

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Preprint Oct 2026

S-GAP: Stealthy Graph Attack Primitives for Graph Large Language Models

Graph Large Language Models (GraphLLMs) enable powerful semantic understanding and reasoning over Text-Attributed Graphs (TAGs), while their semantic reasoning may exhibit vulnerabilities to perturbations in node text and graph structure under adversarial attack evaluation. Existing attacks typically construct textual...

Wen-Da Li, Tong-Ya Zheng, Shunyu Liu et al. · 0 citations

#artificial intelligence Review Sep 2026

TableSeek: Structure-Preserving Agentic Evidence Seeking over Heterogeneous Table Corpora

The results suggest that active, structure-preserving evidence seeking is a promising paradigm for open-domain table retrieval, and TableSeek, a structure-preserving agentic search framework for heterogeneous table corpora is presented.

Jia-Ming Tian, Li-Yao Li, Wen-Song Ye et al. · 0 citations

Preprint Jul 2026

Semantically Similar, Logically Distinct: Diagnosing the Semantic-Answerability Gap in Table RAG

This work introduces TCR-Bench, a diagnostic benchmark for Table Content-level Answerability in RAG, and tests whether a lightweight two-stage pipeline, Answerability-Aware Reranking (AAR), applying direct query-table answerability judgment, can recover performance.

Jiaming Tian, Liyao Li, Wen-song Ye et al. · 0 citations