| 2026 | AAAI | PLA-MGRA: Multi-Granularity and Relation-Aware Learning for Efficient and Generalizable Protein-Ligand Binding Affinity Prediction. | Shunfan Li, Jiangkai Long, Xin Zou, Chang Tang, Yuanyuan Liu, Xiao He, Xuesong Yan |
| 2026 | AAAI | Sharp Eyes and Memory for VideoLLMs: Information-Aware Visual Token Pruning for Efficient and Reliable VideoLLM Reasoning. | Jialong Qin, Xin Zou, Di Lu, Yibo Yan, Xuming Hu |
| 2026 | ACL | Are We Using the Right Benchmark: An Evaluation Framework for Visual Token Compression Methods. | Chenfei Liao, Wensong Wang, Zichen Wen, Xu Zheng, Yiyu Wang, Haocong He, Yuanhuiyi Lyu, Lutao Jiang, Xin Zou, Yuqian Fu, Bin Ren, Linfeng Zhang, Xuming Hu |
| 2026 | ACL | Vision-Language Introspection: Mitigating Overconfident Hallucinations in MLLMs via Interpretable Bi-Causal Steering. | Shuliang Liu, Songbo Yang, Dong Fang, Sihang Jia, Yuqi Tang, Lingfeng Su, Ruoshui Peng, Yibo Yan, Xin Zou, Xuming Hu |
| 2026 | ACL | Sculpting the Vector Space: Towards Efficient Multi-Vector Visual Document Retrieval via Prune-then-Merge Framework. | Yibo Yan, Mingdong Ou, Yi Cao, Xin Zou, Jiahao Huo, Shuliang Liu, James T. Kwok, Xuming Hu |
| 2025 | ACL | Capturing Nuanced Preferences: Preference-Aligned Distillation for Small Language Models. | Yanggan Gu, Junzhuo Li, Sirui Huang, Xin Zou, Zhenghua Li, Xuming Hu |
| 2025 | ACL | MMUnlearner: Reformulating Multimodal Machine Unlearning in the Era of Multimodal Large Language Models. | Jiahao Huo, Yibo Yan, Xu Zheng, Yuanhuiyi Lyu, Xin Zou, Zhihua Wei, Xuming Hu |
| 2025 | ACL | Reefknot: A Comprehensive Benchmark for Relation Hallucination Evaluation, Analysis and Mitigation in Multimodal Large Language Models. | Kening Zheng, Junkai Chen, Yibo Yan, Xin Zou, Huiyu Zhou, Xuming Hu |
| 2025 | EMNLP | Exploring Response Uncertainty in MLLMs: An Empirical Evaluation under Misleading Scenarios. | Yunkai Dang, Mengxi Gao, Yibo Yan, Xin Zou, Yanggan Gu, Jungang Li, Jingyu Wang, Peijie Jiang, Aiwei Liu, Jia Liu, Xuming Hu |
| 2025 | EMNLP | Pierce the Mists, Greet the Sky: Decipher Knowledge Overshadowing via Knowledge Circuit Analysis. | Haoming Huang, Yibo Yan, Jiahao Huo, Xin Zou, Xinfeng Li, Kun Wang, Xuming Hu |
| 2025 | ICASSP | Trusted Mamba Contrastive Network for Multi-View Clustering. | Jian Zhu, Xin Zou, Lei Liu, Zhangmin Huang, Ying Zhang, Chang Tang, Li-Rong Dai |
| 2025 | ICASSP | Dynamic SRM Curriculum for Trustworthy Multi-modal Classification. | Jian Zhu, Cui Yu, Xin Zou, Zhangmin Huang, Chenshu Hu, Jun Sun, Bo Lyu, Lei Liu, Chang Tang, Li-Rong Dai |
| 2025 | ICLR | Mitigating Modality Prior-Induced Hallucinations in Multimodal Large Language Models via Deciphering Attention Causality. | Guanyu Zhou, Yibo Yan, Xin Zou, Kun Wang, Aiwei Liu, Xuming Hu |
| 2025 | ICML | Look Twice Before You Answer: Memory-Space Visual Retracing for Hallucination Mitigation in Multimodal Large Language Models. | Xin Zou, Yizhou Wang, Yibo Yan, Yuanhuiyi Lyu, Kening Zheng, Sirui Huang, Junkai Chen, Peijie Jiang, Jia Liu, Chang Tang, Xuming Hu |
| 2025 | ICML | RealRAG: Retrieval-augmented Realistic Image Generation via Self-reflective Contrastive Learning. | Yuanhuiyi Lyu, Xu Zheng, Lutao Jiang, Yibo Yan, Xin Zou, Huiyu Zhou, Linfeng Zhang, Xuming Hu |
| 2025 | ICML | An Online Statistical Framework for Out-of-Distribution Detection. | Xinsong Ma, Xin Zou, Weiwei Liu |
| 2025 | WCNC | Time-Space-Varying Resource Graph-Based Dependent Task Offloading for Satellite-Terrestrial Integrated Computing Power Networks. | Xin Zou, Renchao Xie, Qinqin Tang, Zehui Xiong, Gaochang Xie, Tao Huang |
| 2024 | AAAI | Coverage-Guaranteed Prediction Sets for Out-of-Distribution Data. | Xin Zou, Weiwei Liu |
| 2024 | ICML | A Provable Decision Rule for Out-of-Distribution Detection. | Xinsong Ma, Xin Zou, Weiwei Liu |
| 2024 | WCNC | Joint Transmission and Transcoding in Computing Power Networks for Livecast: A Quantum-inspired Optimization Approach. | Xin Zou, Renchao Xie, Qinqin Tang, Tao Huang |
| 2023 | ICDM | FCToken: A Flexible Framework for Blockchain-Based Compliance Tokenization. | Hao Tan, Shuangzhou Yan, Xin Zou, Guanghuan Xie, Hongxin Zhang, Zhuo Li |
| 2022 | VCIP | A Learning-based Approach for Martian Image Compression. | Qing Ding, Mai Xu, Shengxi Li, Xin Deng, Qiu Shen, Xin Zou |
| 2016 | ITNAC | Load-based dynamic flow scheduling in network security monitoring systems. | Jiaqi Zhang, Xiujuan Ma, Xin Zou, Lidong Wang |
| 2009 | GLOBECOM | A Logic Distance-Based Method for Deploying Probing Sources in the Topology Discovery. | Xin Zou, Zhongliang Qiao, Gang Zhou, Ke Xu |
| 2008 | Interspeech | ICA-based MAP speech enhancement with multiple variable speech distribution models. | Xin Zou, Peter Jancovic, Mnevver Kker, Martin J. Russell |
| 2007 | HCI | Enrich Web Applications with Voice Internet Persona Text-to-Speech for Anyone, Anywhere. | Min Chu, Yusheng Li, Xin Zou, Frank K. Soong |
| 2007 | ICASSP | ICA-Based MAP Algorithm for Speech Signal Enhancement. | Xin Zou, Peter Jancovic, Ju Liu, Mnevver Kker |