Augmenting Intra-Modal Understanding in MLLMs for Robust Multimodal Keyphrase Generation.

Zhishang Xiang Jiajun Cao Qinggang Zhang Yunbo Tang Zhishang Xiang Chang Yang Jinsong Su Augmenting Intra-Modal Understanding in MLLMs for Robust Multimodal Keyphrase Generation. 14511-14519 2026 AAAI https://doi.org/10.1609/aaai.v40i17.38468 conf/aaai/2026 db/conf/aaai/aaai2026.html#CaoZTXYS26 Zhanyu Liu Qingguo Hu Ante Wang Chenqing Liu Zhishang Xiang Hui Li Delai Qiu Jinsong Su HEALing Entropy Collapse: Enhancing Exploration in Few-Shot RLVR via Hybrid-Domain Entropy Dynamics Alignment. 30732-30748 2026 ACL (1) https://doi.org/10.18653/v1/2026.acl-long.1418 https://aclanthology.org/2026.acl-long.1418/ conf/acl/2026-1 db/conf/acl/acl2026-1.html#LiuHWLXLQS26 Zerui Chen Qinggang Zhang Zhishang Xiang Zhimin Wei Linfeng Gao Xiao Huang Zhihong Zhang Jinsong Su LegalGraphRAG: Multi-Agent Graph Retrieval-Augmented Generation for Reliable Legal Reasoning. 37455-37484 2026 ACL (1) https://doi.org/10.18653/v1/2026.acl-long.1738 https://aclanthology.org/2026.acl-long.1738/ conf/acl/2026-1 db/conf/acl/acl2026-1.html#ChenZXWGHZS26

Chengyi Yang Zhishang Xiang Yunbo Tang Zongpei Teng Chengsong Huang Fei Long Yuhan Liu Jinsong Su TTCS: Test-Time Curriculum Synthesis for Self-Evolving. 2026 January abs/2601.22628 CoRR https://doi.org/10.48550/arXiv.2601.22628 db/journals/corr/corr2601.html#abs-2601-22628 streams/journals/corr

Chang Yang Chuang Zhou 0002 Yilin Xiao 0002 Su Dong 0002 Luyao Zhuang Yujing Zhang 0001 Zhu Wang 0016 Zijin Hong Zheng Yuan 0013 Zhishang Xiang Shengyuan Chen Huachi Zhou Qinggang Zhang Ninghao Liu 0001 Jinsong Su Xinrun Wang Yi Chang Xiao Huang 0001 Graph-based Agent Memory: Taxonomy, Techniques, and Applications. 2026 February abs/2602.05665 CoRR https://doi.org/10.48550/arXiv.2602.05665 db/journals/corr/corr2602.html#abs-2602-05665 streams/journals/corr

Zhanyu Liu Qingguo Hu Ante Wang Chenqing Liu Zhishang Xiang Hui Li Delai Qiu Jinsong Su HEALing Entropy Collapse: Enhancing Exploration in Few-Shot RLVR via Hybrid-Domain Entropy Dynamics Alignment. 2026 April abs/2604.17928 CoRR https://doi.org/10.48550/arXiv.2604.17928 db/journals/corr/corr2604.html#abs-2604-17928 streams/journals/corr

Yujie Lin 0003 Chengyi Yang Zhishang Xiang Yiping Song Jinsong Su ZeroUnlearn: Few-Shot Knowledge Unlearning in Large Language Models. 2026 May abs/2605.18879 CoRR https://doi.org/10.48550/arXiv.2605.18879 db/journals/corr/corr2605.html#abs-2605-18879 streams/journals/corr

Zerui Chen Qinggang Zhang Zhishang Xiang Zhimin Wei Linfeng Gao Xiao Huang Zhihong Zhang Jinsong Su LegalGraphRAG: Multi-Agent Graph Retrieval-Augmented Generation for Reliable Legal Reasoning. 2026 May abs/2605.28120 CoRR https://doi.org/10.48550/arXiv.2605.28120 db/journals/corr/corr2605.html#abs-2605-28120 streams/journals/corr

Yunbo Tang Chengyi Yang Shiyu Liu Zhishang Xiang Zerui Chen Qinggang Zhang Jinsong Su SAAS: Self-Aware Reinforcement Learning for Over-Search Mitigation in Agentic Search. 2026 May abs/2605.29796 CoRR https://doi.org/10.48550/arXiv.2605.29796 db/journals/corr/corr2605.html#abs-2605-29796 streams/journals/corr

Chuanjie Wu Zhishang Xiang Yunbo Tang Zerui Chen Qinggang Zhang Jinsong Su MemGraphRAG: Memory-based Multi-Agent System for Graph Retrieval-Augmented Generation. 2026 June abs/2606.00610 CoRR https://doi.org/10.48550/arXiv.2606.00610 db/journals/corr/corr2606.html#abs-2606-00610 streams/journals/corr

Zhishang Xiang Zerui Chen Yunbo Tang Zhimin Wei Ruqin Ning Yujie Lin 0003 Qinggang Zhang Jinsong Su MemSyco-Bench: Benchmarking Sycophancy in Agent Memory. 2026 July abs/2607.01071 CoRR https://doi.org/10.48550/arXiv.2607.01071 db/journals/corr/corr2607.html#abs-2607-01071 streams/journals/corr

Qinggang Zhang Zhishang Xiang Yilin Xiao 0002 Le Wang Junhui Li Xinrun Wang Jinsong Su FaithfulRAG: Fact-Level Conflict Modeling for Context-Faithful Retrieval-Augmented Generation. 21863-21882 2025 ACL (1) https://doi.org/10.18653/v1/2025.acl-long.1062 https://aclanthology.org/2025.acl-long.1062/ conf/acl/2025-1 db/conf/acl/acl2025-1.html#ZhangXXWLWS25

Zhishang Xiang Chuanjie Wu Qinggang Zhang Shengyuan Chen Zijin Hong Xiao Huang 0001 Jinsong Su When to use Graphs in RAG: A Comprehensive Analysis for Graph Retrieval-Augmented Generation. 2025 June abs/2506.05690 CoRR https://doi.org/10.48550/arXiv.2506.05690 db/journals/corr/corr2506.html#abs-2506-05690 streams/journals/corr

Qinggang Zhang Zhishang Xiang Yilin Xiao 0002 Le Wang Junhui Li Xinrun Wang Jinsong Su FaithfulRAG: Fact-Level Conflict Modeling for Context-Faithful Retrieval-Augmented Generation. 2025 June abs/2506.08938 CoRR https://doi.org/10.48550/arXiv.2506.08938 db/journals/corr/corr2506.html#abs-2506-08938 streams/journals/corr

Jiajun Cao Qinggang Zhang Yunbo Tang Zhishang Xiang Chang Yang Jinsong Su Augmenting Intra-Modal Understanding in MLLMs for Robust Multimodal Keyphrase Generation. 2025 December abs/2512.00928 CoRR https://doi.org/10.48550/arXiv.2512.00928 db/journals/corr/corr2512.html#abs-2512-00928 streams/journals/corr

Jiajun Cao Yi Chang Shengyuan Chen Zerui Chen Su Dong 0002 Linfeng Gao Zijin Hong Qingguo Hu Chengsong Huang Xiao Huang Xiao Huang 0001 Hui Li Junhui Li Yujie Lin 0003 Chenqing Liu Ninghao Liu 0001 Shiyu Liu Yuhan Liu Zhanyu Liu Fei Long Ruqin Ning Delai Qiu Yiping Song Jinsong Su Yunbo Tang Zongpei Teng Ante Wang Le Wang Xinrun Wang Zhu Wang 0016 Zhimin Wei Chuanjie Wu Yilin Xiao 0002 Chang Yang Chengyi Yang Zheng Yuan 0013 Qinggang Zhang Yujing Zhang 0001 Zhihong Zhang Chuang Zhou 0002 Huachi Zhou Luyao Zhuang