李秀

【1】 Jiafei Lyu, Jingwen Yang, Zhongjian Qiao, Runze Liu, Zeyuan Liu, Deheng Ye, Zongqing Lu, and Xiu Li†. Temporal difference learning with constrained initial representations[J].Information Sciences, 2026, Volume 755: 123774. [Page]

【2】 Li, Ronghui and Zhang, Hongwen and Zhang, Yachao and Zhang, Yuxiang and Zhang, Youliang and Guo, Jie and Zhang, Yan and Li, Xiu† and Liu, Yebin†. Lodge++: High-Quality and Long Dance Generation With Robust Choreography Patterns[J].IEEE Transactions on Pattern Analysis and Machine Intelligence，TPAMI. MEDLINE:41052184. [Page]

【3】 Nisha Huang, Kaer Huang, Yifan Pu, Jiangshan Wang, Jie Guo, Yiqiang Yan, Xiu Li†, Tong-Yee Lee. ArtCrafter: Text-Image Aligning Artistic Attribute Transfer via Embedding Reframing[J].IEEE Transactions on Pattern Analysis and Machine Intelligence, 2025. MEDLINE:41433188. EI Accession number:20255319839464 [Page]

【4】 Aicheng Gong*, Mengbei Yan*, Shengjie Sun*, Kaihe Kong, Jiafei Lyu, Xiu Li†. One policy to rule them all: Handling multiple emergent accidents in nuclear power plants with ensemble-based behavior cloning[J].Nuclear Engineering and Technology, 2025. WOS:001634729000001. [Page]

【5】 Shengjie Sun*, Runze Liu*, Jiafei Lyu, Jing-Wen Yang, Liangpeng Zhang, Xiu Li†. A large language model-driven reward design framework via dynamic feedback for reinforcement learning[J].Knowledge-Based Systems, 2025: 114065. WOS:001533372600004. EI Accession number: 20252918783210 [Page]

【6】 Chunming He*, Yuqi Shen*, Chengyu Fang*, Fengyang Xiao, Longxiang Tang, Yulun Zhang, Wangmeng Zuo, Senior Member, IEEE, Zhenhua Guo, Xiu Li†. Diffusion Models in Low-Level Vision: A Survey[J].IEEE Transactions on Pattern Analysis and Machine Intelligence, 2025, vol.47, no.6, pp.4630-4651.WOS:001484716600013. [Page]

【7】 Hantao Zhou, Rui Yang, Yachao Zhang, Haoran Duan, Yawen Huang, Runze Hu†, Xiu Li†, Yefeng Zheng, Fellow IEEE. UniHead: Unifying Multi-Perception for Detection Heads[J].IEEE Transactions on Neural Networks and Learning Systems, 2024, vol.36, no.5, pp.9565-9576. WOS:001252659600001. EI Accession number: 20242616353982 [Page][Code]

【8】 Jiafei Lyu, Le Wan, Zongqing Lu† and Xiu Li†. Off-Policy RL Algorithms Can be Sample-Efficient for Continuous Control via Sample Multiple Reuse[J].Information Sciences, 2024, Volume:666. WOS:001210302700001. EI Accession number: 20241115739541 [Page][Code]

【9】 Fengyang Xiao*, Sujie Hu*, Yuqi Shen, Chengyu Fang, Jinfa Huang, Chunming He†, Longxiang Tang, Ziyun Yang, Xiu Li†. A survey of camouflaged object detection and beyond[J].CAAI Artificial Intelligence Research, 2024. INSPEC:25551815. EI Accession number: 20240379144 [Page]

【10】 Jiafei Lyu, Le Wan, Xiu Li†s and Zongqing Lu. Understanding what affects generalization gap in visual reinforcement learning: Theory and empirical evidence[J].Journal of Artificial Intelligence Research, 2024, Volume:80. WOS:001318537600001. EI Accession number: 20244117178921 [Page]

【11】 Mengbei Yan*, Jiafei Lyu*, Xiu Li†. Enhancing visual reinforcement learning with State–Action Representation[J].Knowledge-Based Systems, 304 (2024): 112487. WOS:001320006700001. EI Accession number: 20243917083150 [Page]

【12】 Aicheng Gong*, Kai Yang*, Jiafei Lyu, Xiu Li†. A two-stage reinforcement learning-based approach for multi-entity task allocation[J].Engineering Applications of Artificial Intelligence, 136 (2024): 108906. WOS:001348574200001. EI Accession number: 20242816685744 [Page]

【2】 Haolin Zhang*, Longtao Xiao*, Guohao Cai, Ruixuan Li, Xiu Li†. RoTE: Coarse-to-Fine Multi-Level Rotary Time Embedding for Sequential Recommendation[C].ACM Special Interest Group on Information Retrieval (SIGIR-26), 2026. [Page][Code]

【3】 Ronghui Li*, Zhongyuan Hu*, Li Siyao, Youliang Zhang, Haozhe Xie, Mingyuan Zhang, Jie Guo, Xiu Li†, Ziwei Liu. InfiniteDance: Scalable 3D Dance Generation Towards in-the-wild Generalization[C].European Conference on Computer Vision (ECCV-26), 2026. [Page][Project]

【4】 Youliang Zhang*, Zhengguang Zhou*, Zhentao Yu, Ziyao Huang, Teng Hu, Sen Liang, Guozhen Zhang, Ziqiao Peng, Shunkai Li, Yi Chen, Zixiang Zhou, Yuan Zhou, Qinglin Lu†, Xiu Li†. Making Avatars Interact: Towards Text-Driven Human-Object Interaction for Controllable Talking Avatars[C].European Conference on Computer Vision (ECCV-26), 2026. [Page][Project]

【5】 Ruicheng Zhang*, Jun Zhou*†, Zunnan Xu*, Zihao Liu, Jiehui Huang, Mingyang Zhang, Yu Sun, Xiu Li†. Zo3T: Zero-Shot 3D-Aware Trajectory-Guided Image-to-Video Generation via Test-Time Training[C].In The Thirty-Ninth AAAI Conference on Artificial Intelligence (AAAI), 2025. [Page]

【6】 Jian Zhao*, Runze Liu*, Kaiyan Zhang, Zhimu Zhou, Junqi Gao, Dong Li, Jiafei Lyu, Zhouyi Qian, Biqing Qi†, Xiu Li†, Bowen Zhou†. GenPRM: Scaling Test-Time Compute of Process Reward Models via Generative Reasoning[C].In The Thirty-Ninth AAAI Conference on Artificial Intelligence (AAAI), 2025. [Page]

【7】 Runze Liu, Chenjia Bai†, Jiafei Lyu, Shengjie Sun, Yali Du, and Xiu Li†. VLP: Vision-Language Preference Learning for Embodied Manipulation[C].Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing(EMNLP), 2025: 28428-28444. [Page]

【8】 Y Lin*, N Huang*, K Huang, H Liu, Y Yan, J Guo, TY Lee, X Li†. ICE: Intercede Concept Erasure in Text-to-Image Diffusion Models[C].Proceedings of the 33rd ACM International Conference on Multimedia, 2025: 11328-11336. WOS:001671135600396. EI Accession number: 20255019681979 [Page]

【9】 X Fu, N Huang†, J Li, J Guo, X Li†, TY Lee. PolyArt: Customizable Multilingual Movie Poster Generation via Diffusion Transformer[C].ACM SIGGRAPH Asia Posters, 2025.WOS:001695183600010. EI Accession number: 20260720068461 [Page]

【10】 R Li*, L Han*, S Shu*, Y Liu, Y Lin, Y Ma, J Guo†, Z Liu, X Li†. A Motion is Worth a Hybrid Sentence: Taming Language Model for Unified Motion Generation by Fine-grained Planning[C].Proceedings of the 33rd ACM International Conference on Multimedia, 2025: 1404-1413. WOS:001656760500148. EI Accession number: 20255019680678 [Page]

【11】 Y Lin*, Y Hong*, Z Xu, X Li, C Xu, C Song, R Li, H Chen, J Lan, H Zhu†, W Wang, J Zhang, X Li†. Interanimate: Taming region-aware diffusion model for realistic human interaction animation[C].Proceedings of the 33rd ACM International Conference on Multimedia, 2025: 1404-1413. WOS:001671135600291. EI Accession number: 20255019680793 [Page]

【12】 Z Liu*, M Ou*, Z Xu*, J Huang, H Han, R Li, X Li†. Separate to Collaborate: Dual-Stream Diffusion Model for Coordinated Piano Hand Motion Synthesis[C].Proceedings of the 33rd ACM International Conference on Multimedia, 2025: 1404-1413. WOS:001671135600233.EI Accession number: 20255019682058 [Page]

【13】 J Wang, J Pu, Z Qi, J Guo, Y Ma, N Huang, Y Chen, X Li, Y Shan. Taming Rectified Flow for Inversion and Editing[C].ICML, 2025. WOS:001693167600144. EI Accession number: 20254919637115 [Page]

【14】 Yicheng Xiao*, Lin Song*, Rui Yang, Cheng Cheng, Yixiao Ge, Xiu Li†, Ying Shan. LoRA-Gen: Specializing Large Language Model via Online LoRA Generation[C].ICML, 2025. EI Accession number: 20254919647060 [Page]

【15】 Zeyuan Liu*, Zhirui Fang*, Jiafei Lyu, Xiu Li†. Leveraging Score-based Models for Generating Penalization in Model-based Offline Reinforcement Learning[C].Proc of the 24th International Conference on Autonomous Agents and Multiagent Systems(AAMAS 2025), F, 2025. 1389-1398. [Page]

【16】 Yukang Lin*, Hokit Fung*, Jianjin Xu, Zeping Ren, Adela S.M. Lau, Guosheng Yin†, Xiu Li†. MVPortrait: Text-Guided Motion and Emotion Control for Multi-view Vivid Portrait Animation[C].In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR-25), 2025. INSPEC:27165088. EI Accession number: 20253919240770. [Page]

【17】 Zunnan Xu, Zhentao Yu, Zixiang Zhou, Jun Zhou, Xiaoyu Jin, Fa-Ting Hong, Xiaozhong Ji, Junwei Zhu, Chengfei Cai, Shiyu Tang, Qin Lin, Xiu Li†, Qinglin Lu†. HunyuanPortrait: Implicit Condition Control for Enhanced Portrait Animation[C].In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR-25), 2025. [Page][Code][Demo]

【18】 Haonan Han*, Xiangzuo Wu*, Huan Liao*, Zunnan Xu, Zhongyuan Hu, Ronghui Li, Yachao Zhang†, Xiu Li†. AToM: Aligning Text-to-Motion Model at Event-Level with GPT-4Vision Reward[C].In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR-25), 2025. INSPEC:27325247. EI Accession number: 20240517811 [Page]

【19】 Zinqin Huang, Gu Wang, Chenyangguang Zhang, Ruida Zhang, Xiu Li†, Xiangyang Ji. GIVEPose: Gradual Intra-class Variation Elimination for RGB-based Category-Level Object Pose Estimation[C].In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR-25), 2025. [Page]

【20】 Chenyang Zhu*, Kai Li*,†, Yue Ma*, Longxiang Tang, Chengyu Fang, Chubin Chen, Qifeng Chen, Xiu Li†. InstantSwap: Fast Customized Concept Swapping across Sharp Shape Differences[C].In Proceedings of the International Conference on Learning Representations (ICLR-25), 2025. EI Accession number: 20240527738 [Page][Code]

【21】 Liu Zeyuan*, Yang Kai*, Lyu Jiafei, Li Xiu†. CDSA: Conservative Denoising Score-based Algorithm for Offline Reinforcement Learning[C].In Proceedings of the 24rd International Conference on Autonomous Agents and Multiagent Systems, 2025. WOS:001532048100343. EI Accession number:20240284596 [Page]

【22】 Z Qiao, J Lyu, K Jiao, Q Liu, X Li†. SUMO: Search-Based Uncertainty Estimation for Model-Based Offline Reinforcement Learning[C].In The Thirty-Ninth AAAI Conference on Artificial Intelligence (AAAI), 2025. INSPEC:25525041. EI Accession number:20240372065 [Page]

【23】 Shengjie Sun, Jiafei Lyu, Lu Li, Jiazhe Guo, Mengbei Yan, Runze Liu, Xiu Li†. Enhancing Visual Generalization in Reinforcement Learning with Cycling Augmentation[C].In International Conference on Artificial Neural Networks, Volume:15019, pp. 397-411. Cham: Springer Nature Switzerland, 2024. WOS:001331888400027. EI Accession number:20244017138467 [Page]

【24】 Jian Tao*, Yangkun Chen*, Yang Zhang, Kai Yang, Xiu Li†. Multi-agent Exploration with Sub-state Entropy Estimation[C].In 2024 International Joint Conference on Neural Networks (IJCNN), pp 1-9, IEEE, 2024. INSPEC:25619139. EI Accession number:20244017122431 [Page]

【25】 Huan Liao*, Haonan Han*, Kai Yang, Tianjiao Du, Rui Yang, Zunnan Xu, Qinmei Xu, Jingquan Liu, Jiasheng Lu†, Xiu Li†. BATON: Aligning Text-to-Audio Model Using Human Preference Feedback[C].In International Joint Conferences on Artificial Intelligence, 2024. EI Accession number:20243817075012 [Page]

【26】 Kai Yang*, Zhirui Fang*, Xiu Li†, Jian Tao. CMBE: Curiosity-driven Model-Based Exploration for Multi-Agent Reinforcement Learning in Sparse Reward Settings[C].In 2024 International Joint Conference on Neural Networks (IJCNN), pp. 1-8. IEEE, 2024. INSPEC:25641595. EI Accession number:20244017121833 [Page]

【27】 Zhongjian Qiao, Jiafei Lyu, Xiu Li†. Mind the model, Not the agent: The primacy bias in Model-based RL[C].In European Conference on Artificial Intelligence, 2024. [Page]

【28】 Jiafei Lyu, Kang Xu, Jiacheng Xu, Mengbei Yan, Jingwen Yang, Zongzhang Zhang, Chenjia Bai†, Zongqing Lu, Xiu Li†. ODRL: A Benchmark for Off-Dynamics Reinforcement Learning[C].In The Thirty-eight Conference on Neural Information Processing Systems Datasets and Benchmarks Track, 2024. EI Accession number:20240444723 [Page]

【29】 Runze Liu, Yali Du†, Fengshuo Bai, Jiafei Lyu, Xiu Li†. PEARL: Zero-shot Cross-task Preference Alignment and Robust Reward Learning for Robotic Manipulation[C].In International Conference on Machine Learning, 2024. EI Accession number:20243817050165 [Page]

【30】 Kai Yang*, Jian Tao*, Jiafei Lyu, Xiu Li†. Exploration and Anti-Exploration with Distributional Random Network Distillation[C].In Forty-first International Conference on Machine Learning, 2024. INSPEC:24464620. EI Accession number:20243817052883 [Page]

【31】 Lu Li*, Jiafei Lyu*, Guozheng Ma, Zilin Wang, Zhenjie Yang, Xiu Li†, Zhiheng Li†. Normalization Enhances Generalization in Visual Reinforcement Learning[C].In Proceedings of the 23rd International Conference on Autonomous Agents and Multiagent Systems, pp. 1137-1146. 2024. EI Accession number:20242516292862 [Page]

【32】 Jiafei Lyu, Le Wan, Xiu Li†, Zongqing Lu†. Towards understanding how to reduce generalization gap in visual reinforcement learning[C].In Proceedings of the 23rd International Conference on Autonomous Agents and Multiagent Systems, pp. 2369-2371. 2024. EI Accession number:20242516292554 [Page]

【33】 Z Chen, J Tang, G Wang, S Li, X Li, X Ji, Xiu Li†. UW-SDF: Exploiting Hybrid Geometric Priors for Neural SDF Reconstruction from Underwater Multi-view Monocular Images[C].The 2024 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 24), 2024. INSPEC:25744503. EI Accession number:20240430290 [Page]

【34】 Zunnan Xu, Yukang Lin, Haonan Han, Sicheng Yang, Ronghui Li, Yachao Zhang†, Xiu Li†. MambaTalk: Efficient Holistic Gesture Synthesis with Selective State Space Models[C].Advances in Neural Information Processing Systems (NeurIPS-24), 2024. INSPEC:24837391. EI Accession number:20240124955 [Page]

【35】 Jiangshan Wang*, Yue Ma*, Jiayi Guo*, Yicheng Xiao, Gao Huang†, Xiu Li†. COVE: Unleashing the Diffusion Feature Correspondence for Consistent Video Editing[C].Advances in Neural Information Processing Systems (NeurIPS-24), 2024. INSPEC:25205832. EI Accession number:20240265709 [Page][Code]

【36】 Chengyu Fang*, Fengyang Xiao, Chunming He*,†, Yulun Zhang†, Longxiang Tang, Yuelin Zhang, Kai Li, Xiu Li†. Real-world Image Dehazing with Coherence-based Label Generator and Cooperative Unfolding Network[C].Advances in Neural Information Processing Systems (NeurIPS-24), 2024. INSPEC:25204966. EI Accession number:20240261457 [Page][Code]

【37】 Yicheng Xiao, Lin Song, Shaoli Huang, Jiangshan Wang, Siyu Song, Yixiao Ge, Xiu Li, Ying Shan. MambaTree: Tree Topology is All You Need in State Space Model[C].The Thirty-eighth Annual Conference on Neural Information Processing Systems(NeurIPS-24), 2024. [Page][Code]

【38】 Jingyi Tang*, Gu Wang*, Zeyu Chen, Shengquan Li, Xiu Li†, Xiangyang Ji. FAFA: Frequency-Aware Flow-Aided Self-Supervision for Underwater Object Pose Estimation[C].European Conference on Computer Vision (ECCV-24), 2024. INSPEC:25938615. EI Accession number:20240427089 [Page]