Capturing Dynamic User Interests Under Modality Imbalance for Multimodal Sequential Recommendation.

Hanghui Guo https://orcid.org/0009-0002-2659-1550 Zilong Li 0002 Jia Zhu 0003 Chenglei Huang Zhangze Chen Hanghui Guo Guoqing Ma Jianxia Ling Capturing Dynamic User Interests Under Modality Imbalance for Multimodal Sequential Recommendation. 15198-15206 2026 AAAI https://doi.org/10.1609/aaai.v40i18.38544 conf/aaai/2026 db/conf/aaai/aaai2026.html#LiZHCGML26 Yanping Chen Weijie Shi Mengze Li 0001 Yue Cui 0001 Jiaming Li Ruiyuan Zhang Hao Chen Hanghui Guo Shimin Di Ziyi Liu Jia Zhu 0003 Jiajie Xu 0001 Active Multi-source Domain Adaptation for Multimodal Fake News Detection. 20363-20371 2026 AAAI https://doi.org/10.1609/aaai.v40i24.39125 conf/aaai/2026 db/conf/aaai/aaai2026.html#ChenSLCLZCGDLZX26 Yi Cao 0006 Weijie Shi Wei-Jie Xu Yucheng Shen Yue Cui 0001 Hanghui Guo Shimin Di Ziyi Liu Jiaming Li Alexander Zhou 0001 Jia Zhu 0003 Jiajie Xu 0001 TIV: Thought Injection via Vectors for Efficient Reasoning in Large Reasoning Models. 30148-30155 2026 AAAI https://doi.org/10.1609/aaai.v40i36.40264 conf/aaai/2026 db/conf/aaai/aaai2026.html#CaoSXSCGDLLZZX26

Jiawei Shen Jia Zhu 0003 Hanghui Guo Weijie Shi Yue Cui 0001 Qingyu Niu Guoqing Ma Yidan Liang Jingjiang Liu Yiling Wang Shimin Di Jiajie Xu 0001 ACR: Adaptive Context Refactoring via Context Refactoring Operators for Multi-Turn Dialogue. 2026 January abs/2601.05589 CoRR https://doi.org/10.48550/arXiv.2601.05589 db/journals/corr/corr2601.html#abs-2601-05589 streams/journals/corr

Shimin Di Xujie Yuan Hanghui Guo Chaoqian Ouyang Zhangze Chen Ling Yue Libin Zheng 0001 Jia Zhu 0003 Shaowu Pan Jian Yin 0001 Min-Ling Zhang Yong Rui ToolRosetta: Bridging Open-Source Repositories and Large Language Model Agents through Automated Tool Standardization. 2026 March abs/2603.09290 CoRR https://doi.org/10.48550/arXiv.2603.09290 db/journals/corr/corr2603.html#abs-2603-09290 streams/journals/corr

Chaojun Meng Changfan Pan Hongji Shu Qing Wang 0043 Hanghui Guo Jia Zhu 0003 Heterogeneous collaborative filtering contrastive learning for social recommendation. 112934 2025 173 Appl. Soft Comput. https://doi.org/10.1016/j.asoc.2025.112934 db/journals/asc/asc173.html#MengPSWGZ25 streams/journals/asc

Hanghui Guo Shimin Di Zhangze Chen Changfan Pan Chaojun Meng Jia Zhu 0003 FGRCAT: A fine-grained reasoning framework through causality and adversarial training. 126688 2025 272 Expert Syst. Appl. https://doi.org/10.1016/j.eswa.2025.126688 db/journals/eswa/eswa272.html#GuoDCPMZ25 streams/journals/eswa

Jia Zhu 0003 Hanghui Guo Weijie Shi Zhangze Chen Pasquale De Meo RaDIO: Real-Time Hallucination Detection with Contextual Index Optimized Query Formulation for Dynamic Retrieval Augmented Generation. 26129-26137 2025 AAAI https://doi.org/10.1609/aaai.v39i24.34809 conf/aaai/2025 db/conf/aaai/aaai2025.html#ZhuGSCM25 Hanghui Guo Jia Zhu 0003 Shimin Di Weijie Shi Zhangze Chen Jiajie Xu 0001 DioR: Adaptive Cognitive Detection and Contextual Retrieval Optimization for Dynamic Retrieval-Augmented Generation. 2953-2975 2025 ACL (1) https://aclanthology.org/2025.acl-long.148/ conf/acl/2025-1 db/conf/acl/acl2025-1.html#Guo0DSC025 Hanghui Guo Weijie Shi Mengze Li 0001 Juncheng Li 0006 Hao Chen Yue Cui 0001 Jiajie Xu 0001 Jia Zhu 0003 Jiawei Shen Zhangze Chen Sirui Han Consistent and Invariant Generalization Learning for Short-video Misinformation Detection. 2254-2263 2025 ACM Multimedia https://doi.org/10.1145/3746027.3755809 conf/mm/2025 db/conf/mm/mm2025.html#GuoS00C000SCH25

Hanghui Guo Jia Zhu 0003 Shimin Di Weijie Shi Zhangze Chen Jiajie Xu 0001 DioR: Adaptive Cognitive Detection and Contextual Retrieval Optimization for Dynamic Retrieval-Augmented Generation. 2025 April abs/2504.10198 CoRR https://doi.org/10.48550/arXiv.2504.10198 db/journals/corr/corr2504.html#abs-2504-10198 streams/journals/corr

Hanghui Guo Weijie Shi Mengze Li 0001 Juncheng Li 0006 Hao Chen Yue Cui 0001 Jiajie Xu 0001 Jia Zhu 0003 Jiawei Shen Zhangze Chen Sirui Han Consistent and Invariant Generalization Learning for Short-video Misinformation Detection. 2025 July abs/2507.04061 CoRR https://doi.org/10.48550/arXiv.2507.04061 db/journals/corr/corr2507.html#abs-2507-04061 streams/journals/corr

Dongjie Xu Yue Cui 0001 Weijie Shi Qingzhi Ma Hanghui Guo Jiaming Li Yao Zhao Ruiyuan Zhang Shimin Di Jia Zhu 0003 Kai Zheng 0001 Jiajie Xu 0001 E3-Rewrite: Learning to Rewrite SQL for Executability, Equivalence,and Efficiency. 2025 August abs/2508.09023 CoRR https://doi.org/10.48550/arXiv.2508.09023 db/journals/corr/corr2508.html#abs-2508-09023 streams/journals/corr

Guoqing Ma Jia Zhu 0003 Hanghui Guo Weijie Shi Jiawei Shen Jingjiang Liu Yidan Liang Automatic Failure Attribution and Critical Step Prediction Method for Multi-Agent Systems Based on Causal Inference. 2025 September abs/2509.08682 CoRR https://doi.org/10.48550/arXiv.2509.08682 db/journals/corr/corr2509.html#abs-2509-08682 streams/journals/corr

Hanghui Guo Shimin Di Pasquale De Meo Zhangze Chen Jia Zhu 0003 MuPlon: Multi-Path Causal Optimization for Claim Verification through Controlling Confounding. 2025 September abs/2509.25715 CoRR https://doi.org/10.48550/arXiv.2509.25715 db/journals/corr/corr2509.html#abs-2509-25715 streams/journals/corr

Guoqing Ma Jia Zhu 0003 Hanghui Guo Weijie Shi Yue Cui 0001 Jiawei Shen Zilong Li 0002 Yidan Liang EduEval: A Hierarchical Cognitive Benchmark for Evaluating Large Language Models in Chinese Education. 2025 December abs/2512.00290 CoRR https://doi.org/10.48550/arXiv.2512.00290 db/journals/corr/corr2512.html#abs-2512-00290 streams/journals/corr

Jiawei Shen Jia Zhu 0003 Hanghui Guo Weijie Shi Guoqing Ma Yidan Liang Jingjiang Liu Hao Chen Shimin Di DynaGen: Unifying Temporal Knowledge Graph Reasoning with Dynamic Subgraphs and Generative Regularization. 2025 December abs/2512.12669 CoRR https://doi.org/10.48550/arXiv.2512.12669 db/journals/corr/corr2512.html#abs-2512-12669 streams/journals/corr

Qing Wang 0043 Jia Zhu 0003 Changfan Pan Jianyang Shi Chaojun Meng Hanghui Guo Dual trustworthy mechanism for illness classification with multi-modality data. 356-362 2023 ICDM (Workshops) https://doi.org/10.1109/ICDMW60847.2023.00051 conf/icdm/2023w db/conf/icdm/icdm2023w.html#WangZPSMG23 Yi Cao 0006 Hao Chen Yanping Chen Zhangze Chen Yue Cui 0001 Shimin Di Sirui Han Chenglei Huang Jiaming Li Juncheng Li 0006 Mengze Li 0001 Zilong Li 0002 Yidan Liang Jianxia Ling Jingjiang Liu Ziyi Liu Guoqing Ma Qingzhi Ma Chaojun Meng Pasquale De Meo Qingyu Niu Chaoqian Ouyang Changfan Pan Shaowu Pan Yong Rui Jiawei Shen Yucheng Shen Jianyang Shi Weijie Shi Hongji Shu Qing Wang 0043 Yiling Wang Dongjie Xu Jiajie Xu 0001 Wei-Jie Xu Jian Yin 0001 Xujie Yuan Ling Yue Min-Ling Zhang Ruiyuan Zhang Yao Zhao Kai Zheng 0001 Libin Zheng 0001 Alexander Zhou 0001 Jia Zhu 0003