Hierarchical Attention Learning for Multimodal Classification. - Xin Zou 001; Chang Tang; Wei Zhang 049; Kun Sun 002; Liangxiao Jiang (ICME, 2023)

Multispectral Object Detection via Cross-Modal Conflict-Aware Learning. - Xiao He 010; Chang Tang; Xin Zou 001; Wei Zhang 049 (ACM Multimedia, 2023)

DPNET: Dynamic Poly-attention Network for Trustworthy Multi-modal Classification. - Xin Zou 001; Chang Tang; Xiao Zheng; Zhenglai Li; Xiao He 010; Shan An; Xinwang Liu 002 (ACM Multimedia, 2023)

Inclusivity induced adaptive graph learning for multi-view clustering. - Xin Zou 001; Chang Tang; Xiao Zheng; Kun Sun 002; Wei Zhang 049; Deqiong Ding (Knowl. Based Syst., 2023)

Reefknot: A Comprehensive Benchmark for Relation Hallucination Evaluation, Analysis and Mitigation in Multimodal Large Language Models. - Kening Zheng; Junkai Chen; Yibo Yan; Xin Zou 001; Xuming Hu (CoRR, 2024)

Look Twice Before You Answer: Memory-Space Visual Retracing for Hallucination Mitigation in Multimodal Large Language Models. - Xin Zou 001; Yizhou Wang; Yibo Yan; Sirui Huang; Kening Zheng; Junkai Chen; Chang Tang; Xuming Hu (CoRR, 2024)

Mitigating Modality Prior-Induced Hallucinations in Multimodal Large Language Models via Deciphering Attention Causality. - Guanyu Zhou; Yibo Yan; Xin Zou 001; Kun Wang 042; Aiwei Liu; Xuming Hu (CoRR, 2024)

Exploring Response Uncertainty in MLLMs: An Empirical Evaluation under Misleading Scenarios. - Yunkai Dang; Mengxi Gao; Yibo Yan; Xin Zou 001; Yanggan Gu; Aiwei Liu; Xuming Hu (CoRR, 2024)

DAI-Net: Dual Adaptive Interaction Network for Coordinated Medication Recommendation. - Xin Zou 001; Xiao He 010; Xiao Zheng; Wei Zhang 049; Jiajia Chen; Chang Tang (IEEE J. Biomed. Health Informatics, 2024)

Capturing Nuanced Preferences: Preference-Aligned Distillation for Small Language Models. - Yanggan Gu; Junzhuo Li; Sirui Huang; Xin Zou 001; Zhenghua Li; Xuming Hu (ACL (Findings), 2025)

MMUnlearner: Reformulating Multimodal Machine Unlearning in the Era of Multimodal Large Language Models. - Jiahao Huo; Yibo Yan; Xu Zheng 002; Yuanhuiyi Lyu; Xin Zou 001; Zhihua Wei; Xuming Hu (ACL (Findings), 2025)

Reefknot: A Comprehensive Benchmark for Relation Hallucination Evaluation, Analysis and Mitigation in Multimodal Large Language Models. - Kening Zheng; Junkai Chen; Yibo Yan; Xin Zou 001; Huiyu Zhou 005; Xuming Hu (ACL (Findings), 2025)

Trusted Mamba Contrastive Network for Multi-View Clustering. - Jian Zhu; Xin Zou 001; Lei Liu 029; Zhangmin Huang; Ying Zhang; Chang Tang; Li-Rong Dai 001 (ICASSP, 2025)

Dynamic SRM Curriculum for Trustworthy Multi-modal Classification. - Jian Zhu; Cui Yu; Xin Zou 001; Zhangmin Huang; Chenshu Hu; Jun Sun; Bo Lyu; Lei Liu 029; Chang Tang; Li-Rong Dai 001 (ICASSP, 2025)

Mitigating Modality Prior-Induced Hallucinations in Multimodal Large Language Models via Deciphering Attention Causality. - Guanyu Zhou; Yibo Yan; Xin Zou 001; Kun Wang 056; Aiwei Liu; Xuming Hu (ICLR, 2025)

Cancer-drug response prediction via feature aggregation and association graph learning. - Kaiyi Xu; Minhui Wang; Xin Zou 001; Chengfu Ji; Hua Zhou; Chang Tang (Eng. Appl. Artif. Intell., 2025)

BMCST: Balanced multi-view clustering for spatially resolved transcriptomics with Mamba-driven dynamic feature refinement. - Yanran Zhu; Xiao Zheng; Xiao He 010; Xin Zou 001; Peihong Wang; Chang Tang; Xinwang Liu 002; Kunlun He (Inf. Fusion, 2025)

Dual alignment feature embedding network for multi-omics data clustering. - Yuang Xiao; Dong Yang; Jiaxin Li; Xin Zou 001; Hua Zhou; Chang Tang (Knowl. Based Syst., 2025)

HSTrans: Homogeneous substructures transformer for predicting frequencies of drug-side effects. - Kaiyi Xu; Minhui Wang; Xin Zou 001; Jingjing Liu; Ao Wei; Jiajia Chen; Chang Tang (Neural Networks, 2025)

RealRAG: Retrieval-augmented Realistic Image Generation via Self-reflective Contrastive Learning. - Yuanhuiyi Lyu; Xu Zheng 002; Lutao Jiang; Yibo Yan; Xin Zou 001; Huiyu Zhou 005; Linfeng Zhang 001; Xuming Hu (CoRR, 2025)

Pierce the Mists, Greet the Sky: Decipher Knowledge Overshadowing via Knowledge Circuit Analysis. - Haoming Huang; Yibo Yan; Jiahao Huo; Xin Zou 001; Xinfeng Li; Kun Wang 056; Xuming Hu (CoRR, 2025)