Shufan Shen, Junshu Sun, Qingming Huang, Shuhui Wang. VL-SAE: Interpreting and Enhancing Vision-Language Alignment with a Unified Concept Set. Annual Conference on Neural Information Processing Systems (NeurIPS), San Diego, California, USA, Dec. 2-7, 2025. (Accepted)
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Junshu Sun, Wanxing Chang, Chenxue Yang, Qingming Huang, Shuhui Wang. Relieving the Over-aggregating Effect in Graph Transformers. Annual Conference on Neural Information Processing Systems (NeurIPS), San Diego, California, USA, Dec. 2-7, 2025. (Accepted)
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Jinzhe Liu, Junshu Sun, Shufan Shen, Chenxue Yang, Shuhui Wang. Edit Less, Achieve More: Dynamic Sparse Neuron Masking for Lifelong Knowledge Editing in LLMs. Annual Conference on Neural Information Processing Systems (NeurIPS), San Diego, California, USA, Dec. 2-7, 2025. (Accepted)
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Junxi Chen, Liang Li, Yunbin Tu, Li Su, Zhe Xue, Qingming Huang. Generalizing Single-Frame Supervision to Event-Level Understanding for Video Anomaly Detection. Annual Conference on Neural Information Processing Systems (NeurIPS), San Diego, California, USA, Dec. 2-7, 2025. (Accepted)
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Zaifei Yang, Hong Chang, Ruibing Hou, Shiguang Shan, Xilin Chen. KnowMol: Advancing Molecular Large Language Models with Multi-Level Chemical Knowledge. Annual Conference on Neural Information Processing Systems (NeurIPS), San Diego, California, USA, Dec. 2-7, 2025. (Accepted)
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Jiachen Liang, Ruibing Hou, Minyang Hu, Hong Chang, Shiguang Shan, Xilin Chen. Revisiting Logit Distributions for Reliable Out-of-Distribution Detection. Annual Conference on Neural Information Processing Systems (NeurIPS), San Diego, California, USA, Dec. 2-7, 2025. (Accepted)
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Yinqi Li, Jiahe Zhao, Hong Chang, Ruibing Hou, Shiguang Shan, Xilin Chen. un2CLIP: Improving CLIP's Visual Detail Capturing Ability via Inverting unCLIP. Annual Conference on Neural Information Processing Systems (NeurIPS), San Diego, California, USA, Dec. 2-7, 2025. (Accepted)
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Mengdi Liu, Xiaoxue Cheng, Zhangyang Gao, Hong Chang, Cheng Tan, Shiguang Shan, Xilin Chen. ProtInvTree: Deliberate Protein Inverse Folding with Reward-guided Tree Search. Annual Conference on Neural Information Processing Systems (NeurIPS), San Diego, California, USA, Dec. 2-7, 2025. (Accepted)
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Boyu Han, Qianqian Xu, Shilong Bao, Zhiyong Yang, Kangli Zi, Qingming Huang. LightFair: Towards an Efficient Alternative for Fair T2I Diffusion via Debiasing Pre-trained Text Encoders. Annual Conference on Neural Information Processing Systems (NeurIPS), San Diego, California, USA, Dec. 2-7, 2025. (Accepted)
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Yujie Wang, Yunwei Zhao, Jing Yang, Han Han, Shiguang Shan, Jie Zhang. Evaluating Cognitive-Behavioral Fixation via Multimodal User Viewing Patterns on Social Media. The 2025 Conference on Empirical Methods in Natural Language Processing (ENNLP), Suzhou, China, Nov. 4-9, 2025. (Accepted)
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Jiadong Pan, Liang Li, Hongcheng Gao, Zhengjun Zha, Qingming Huang, Jiebo Luo. SafeCFG: Controlling Harmful Features with Dynamic Safe Guidance for Safe Generation. ACM International Conference on Multimedia (ACM MM), Dublin, Ireland, Oct. 27-31, 2025. (Accepted)
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Gaoxiang Cong, Liang Li, Jiadong Pan, Zhedong Zhang, Amin Beheshti, Anton Van Den Hengel, Yuankai Qi, Qingming Huang. FlowDubber: Movie Dubbing with LLM-based Semantic-aware Learning and Flow Matching based Voice Enhancing. ACM International Conference on Multimedia (ACM MM), Dublin, Ireland, Oct. 27-31, 2025. (Accepted)
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Mingquan Zhou, Chen He, Ruiping Wang, Xilin Chen. OV3D-CG: Open-vocabulary 3D Instance Segmentation with Contextual Guidance. IEEE/CVF International Conference on Computer Vision (ICCV), Honolulu, Hawaii, USA, Oct. 19-23, 2025. (Accepted)
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Yufei Cai, Hu Han, Yuxiang Wei, Shiguang Shan, Xilin Chen. EfficientMT: Efficient Temporal Adaptation for Motion Transfer in Text-to-Video Diffusion Models. IEEE/CVF International Conference on Computer Vision (ICCV), Honolulu, Hawaii, USA, Oct. 19-23, 2025. (Accepted)
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Xiaorong Qin, Xinhang Song, Sixian Zhang, Xinyao Yu, Xinmiao Zhang, Shuqiang Jiang. Learning on the Go: A Meta-learning Object Navigation Model. IEEE/CVF International Conference on Computer Vision (ICCV), Honolulu, Hawaii, USA, Oct. 19-23, 2025. (Accepted)
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Yuyi Liu, Xinhang Song, Tianliang Qi, Shuqiang Jiang. Trial-Oriented Visual Rearrangement. IEEE/CVF International Conference on Computer Vision (ICCV), Honolulu, Hawaii, USA, Oct. 19-23, 2025. (Accepted)
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Zhaoxin Yuan, Shuang Yang, Shiguang Shan, Xilin Chen. Not Only Vision: Evolve Visual Speech Recognition via Peripheral Information. IEEE/CVF International Conference on Computer Vision (ICCV), Honolulu, Hawaii, USA, Oct. 19-23, 2025. (Accepted)
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Feixiang Wang, Shuang Yang, Shiguang Shan, Xilin Chen. CogCM: Cognition-Inspired Contextual Modeling for Audio Visual Speech Enhancement. IEEE/CVF International Conference on Computer Vision (ICCV), Honolulu, Hawaii, USA, Oct. 19-23, 2025. (Accepted)
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Sixian Zhang, Xinyao Yu, Xinhang Song, Yiyao Wang, Shuqiang Jiang. Function-centric Bayesian Network for Zero-Shot Object Goal Navigation. IEEE/CVF International Conference on Computer Vision (ICCV), Honolulu, Hawaii, USA, Oct. 19-23, 2025. (Accepted)
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Jiahe Zhao, Ruibing Hou, Zejie Tian, Hong Chang, Shiguang Shan. HIS-GPT: Towards 3D Human-In-Scene Multimodal Understanding. IEEE/CVF International Conference on Computer Vision (ICCV), Honolulu, Hawaii, USA, Oct. 19-23, 2025. (Accepted)
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