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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