Practical Continual Forgetting for Pre-Trained Vision Models.

Bolin Ni

Hongbo Zhao 0006 Fei Zhu 0004 Bolin Ni Feng Zhu Gaofeng Meng Zhaoxiang Zhang 0001 Practical Continual Forgetting for Pre-Trained Vision Models. 2026 May 5928-5944 48 IEEE Trans. Pattern Anal. Mach. Intell. 5 https://doi.org/10.1109/TPAMI.2026.3654115 db/journals/pami/pami48.html#ZhaoZNZMZ26 streams/journals/pami

Jinyang Wu Changpeng Yang Yuhao Shen Fangzhi Xu Bolin Ni Chonghua Liao Yuchen Liu Hongzhen Wang Shuai Nie Shuai Zhang Haoran Luo Jiaming Xu SSL: Sweet Spot Learning for Differentiated Guidance in Agentic Optimization. 2026 January abs/2601.22491 CoRR https://doi.org/10.48550/arXiv.2601.22491 db/journals/corr/corr2601.html#abs-2601-22491 streams/journals/corr

Lin Chen Bolin Ni Qi Yang Zili Wang Kun Ding Ying Wang Houwen Peng Shiming Xiang Beyond Sequential Distance: Inter-Modal Distance Invariant Position Encoding. 2026 March abs/2603.10863 CoRR https://doi.org/10.48550/arXiv.2603.10863 db/journals/corr/corr2603.html#abs-2603-10863 streams/journals/corr

Tencent Robotics X Xumin Yu Zuyan Liu Ziyi Wang 0007 He Zhang Yongming Rao Fangfu Liu Yani Zhang Ruowen Zhao Oran Wang Yves Liang Haitao Lin Minghui Wang Yubo Dong Kevin Cheng Bolin Ni Rui Huang Han Hu 0001 Zhengyou Zhang Linus Shunyu Yao HY-Embodied-0.5: Embodied Foundation Models for Real-World Agents. 2026 April abs/2604.07430 CoRR https://doi.org/10.48550/arXiv.2604.07430 db/journals/corr/corr2604.html#abs-2604-07430 streams/journals/corr

Shixiong Xu Bolin Ni Xing Nie Fei Zhu 0004 Yin Li Jianlong Chang Gaofeng Meng Practical incremental learning: Striving for better performance-efficiency trade-off. 129831 2025 634 Neurocomputing https://doi.org/10.1016/j.neucom.2025.129831 db/journals/ijon/ijon634.html#XuNNZLCM25 streams/journals/ijon

Meng-Hao Guo 0001 Jiajun Xu Yi Zhang 0099 Jiaxi Song Haoyang Peng Yi-Xuan Deng Xinzhi Dong Kiyohiro Nakayama Zhengyang Geng Chen Wang 0049 Bolin Ni Guo-Wei Yang Yongming Rao Houwen Peng Han Hu 0001 Gordon Wetzstein Shimin Hu 0001 RBench: Graduate-level Multi-disciplinary Benchmarks for LLM & MLLM Complex Reasoning Evaluation. 2025 ICML https://proceedings.mlr.press/v267/guo25r.html https://openreview.net/forum?id=BeoXADC9PW conf/icml/2025 db/conf/icml/icml2025.html#GuoX0SPDDNG0NYR25

Hongbo Zhao 0006 Fei Zhu 0004 Bolin Ni Feng Zhu Gaofeng Meng Zhaoxiang Zhang 0001 Practical Continual Forgetting for Pre-trained Vision Models. 2025 January abs/2501.09705 CoRR https://doi.org/10.48550/arXiv.2501.09705 db/journals/corr/corr2501.html#abs-2501-09705 streams/journals/corr

Meng-Hao Guo 0001 Jiajun Xu Yi Zhang 0099 Jiaxi Song Haoyang Peng Yi-Xuan Deng Xinzhi Dong Kiyohiro Nakayama Zhengyang Geng Chen Wang 0049 Bolin Ni Guo-Wei Yang Yongming Rao Houwen Peng Han Hu 0001 Gordon Wetzstein Shi-Min Hu 0001 R-Bench: Graduate-level Multi-disciplinary Benchmarks for LLM & MLLM Complex Reasoning Evaluation. 2025 May abs/2505.02018 CoRR https://doi.org/10.48550/arXiv.2505.02018 db/journals/corr/corr2505.html#abs-2505-02018 streams/journals/corr

Qi Yang 0015 Bolin Ni Shiming Xiang Han Hu 0001 Houwen Peng Jie Jiang 0015 R-4B: Incentivizing General-Purpose Auto-Thinking Capability in MLLMs via Bi-Mode Annealing and Reinforce Learning. 2025 August abs/2508.21113 CoRR https://doi.org/10.48550/arXiv.2508.21113 db/journals/corr/corr2508.html#abs-2508-21113 streams/journals/corr

Yi Zhang 0099 Bolin Ni Xin-Sheng Chen Heng-Rui Zhang Yongming Rao Houwen Peng Qinglin Lu Han Hu 0001 Meng-Hao Guo 0001 Shi-Min Hu 0001 Bee: A High-Quality Corpus and Full-Stack Suite to Unlock Advanced Fully Open MLLMs. 2025 October abs/2510.13795 CoRR https://doi.org/10.48550/arXiv.2510.13795 db/journals/corr/corr2510.html#abs-2510-13795 streams/journals/corr

Hongbo Zhao 0006 Meng Wang Fei Zhu 0004 Wenzhuo Liu Bolin Ni Fanhu Zeng Gaofeng Meng Zhaoxiang Zhang 0001 VTCBench: Can Vision-Language Models Understand Long Context with Vision-Text Compression? 2025 December abs/2512.15649 CoRR https://doi.org/10.48550/arXiv.2512.15649 db/journals/corr/corr2512.html#abs-2512-15649 streams/journals/corr

Xing Nie Bolin Ni Jianlong Chang Gaofeng Meng Chunlei Huo Shiming Xiang Qi Tian 0001 Pro-Tuning: Unified Prompt Tuning for Vision Tasks. 4653-4667 2024 June 34 IEEE Trans. Circuits Syst. Video Technol. 6 https://doi.org/10.1109/TCSVT.2023.3327605 db/journals/tcsv/tcsv34.html#NieNCMHXT24

Bolin Ni Xing Nie Chenghao Zhang 0003 Shixiong Xu Xin Zhang 0093 Gaofeng Meng Shiming Xiang MoBoo: Memory-Boosted Vision Transformer for Class-Incremental Learning. 11169-11183 2024 November 34 IEEE Trans. Circuits Syst. Video Technol. 11 https://doi.org/10.1109/TCSVT.2024.3417431 db/journals/tcsv/tcsv34.html#NiNZXZMX24 streams/journals/tcsv

Chenghao Zhang 0003 Gaofeng Meng Kun Tian Bolin Ni Shiming Xiang Active Disparity Sampling for Stereo Matching With Adjoint Network. 354-365 2024 33 IEEE Trans. Image Process. https://doi.org/10.1109/TIP.2023.3343105 db/journals/tip/tip33.html#ZhangMTNX24

Shixiong Xu Gaofeng Meng Xing Nie Bolin Ni Bin Fan 0001 Shiming Xiang Defying Imbalanced Forgetting in Class Incremental Learning. 16211-16219 2024 AAAI https://doi.org/10.1609/aaai.v38i14.29555 conf/aaai/2024 db/conf/aaai/aaai2024.html#XuMNN0X24 Bolin Ni Hongbo Zhao 0006 Chenghao Zhang 0003 Ke Hu Gaofeng Meng Zhaoxiang Zhang 0001 Shiming Xiang Enhancing Visual Continual Learning with Language-Guided Supervision. 24068-24077 2024 CVPR https://doi.org/10.1109/CVPR52733.2024.02272 conf/cvpr/2024 db/conf/cvpr/cvpr2024.html#Ni0ZHM0X24 Hongbo Zhao 0006 Bolin Ni Junsong Fan Yuxi Wang 0001 Yuntao Chen Gaofeng Meng Zhaoxiang Zhang 0001 Continual Forgetting for Pre-Trained Vision Models. 28631-28642 2024 CVPR https://doi.org/10.1109/CVPR52733.2024.02705 conf/cvpr/2024 db/conf/cvpr/cvpr2024.html#0006NFWCM024

Hongbo Zhao 0006 Bolin Ni Haochen Wang Junsong Fan Fei Zhu 0004 Yuxi Wang 0001 Yuntao Chen Gaofeng Meng Zhaoxiang Zhang 0001 Continual Forgetting for Pre-trained Vision Models. 2024 abs/2403.11530 CoRR https://doi.org/10.48550/arXiv.2403.11530 db/journals/corr/corr2403.html#abs-2403-11530

Shixiong Xu Gaofeng Meng Xing Nie Bolin Ni Bin Fan 0001 Shiming Xiang Defying Imbalanced Forgetting in Class Incremental Learning. 2024 abs/2403.14910 CoRR https://doi.org/10.48550/arXiv.2403.14910 db/journals/corr/corr2403.html#abs-2403-14910

Bolin Ni Hongbo Zhao 0006 Chenghao Zhang 0003 Ke Hu Gaofeng Meng Zhaoxiang Zhang 0001 Shiming Xiang Enhancing Visual Continual Learning with Language-Guided Supervision. 2024 abs/2403.16124 CoRR https://doi.org/10.48550/arXiv.2403.16124 db/journals/corr/corr2403.html#abs-2403-16124

Bolin Ni Jingcheng Hu Yixuan Wei Houwen Peng Zheng Zhang 0022 Gaofeng Meng Han Hu 0001 Xwin-LM: Strong and Scalable Alignment Practice for LLMs. 2024 abs/2405.20335 CoRR https://doi.org/10.48550/arXiv.2405.20335 db/journals/corr/corr2405.html#abs-2405-20335

Houwen Peng Kan Wu Yixuan Wei Guoshuai Zhao Yuxiang Yang Ze Liu Yifan Xiong 0001 Ziyue Yang Bolin Ni Jingcheng Hu Ruihang Li Miaosen Zhang Chen Li Jia Ning Ruizhe Wang Zheng Zhang 0022 Shuguang Liu Joe Chau Han Hu 0001 Peng Cheng 0005 FP8-LM: Training FP8 Large Language Models. 2023 abs/2310.18313 CoRR https://doi.org/10.48550/arXiv.2310.18313 db/journals/corr/corr2310.html#abs-2310-18313

Bolin Ni Houwen Peng Minghao Chen Songyang Zhang 0004 Gaofeng Meng Jianlong Fu Shiming Xiang Haibin Ling Expanding Language-Image Pretrained Models for General Video Recognition. 1-18 2022 ECCV (4) https://doi.org/10.1007/978-3-031-19772-7_1 conf/eccv/2022-4 db/conf/eccv/eccv2022-4.html#NiPCZMFXL22 Chenghao Zhang 0003 Kun Tian Bolin Ni Gaofeng Meng Bin Fan 0001 Zhaoxiang Zhang 0001 Chunhong Pan Stereo Depth Estimation with Echoes. 496-513 2022 ECCV (27) https://doi.org/10.1007/978-3-031-19812-0_29 conf/eccv/2022-27 db/conf/eccv/eccv2022-27.html#ZhangTNMFZP22

Xing Nie Bolin Ni Jianlong Chang Gaomeng Meng Chunlei Huo Zhaoxiang Zhang 0001 Shiming Xiang Qi Tian 0001 Chunhong Pan Pro-tuning: Unified Prompt Tuning for Vision Tasks. 2022 abs/2207.14381 CoRR https://doi.org/10.48550/arXiv.2207.14381 db/journals/corr/corr2207.html#abs-2207-14381

Bolin Ni Gaofeng Meng Shiming Xiang Chunhong Pan NASformer: Neural Architecture Search for Vision Transformer. 47-61 2021 ACPR (1) https://doi.org/10.1007/978-3-031-02375-0_4 conf/acpr/2021-1 db/conf/acpr/acpr2021-1.html#NiMXP21 Yuhang Chen Bolin Ni Gaofeng Meng Baoyin Sha Joint Semantic Segmentation and Edge Detection for Waterline Extraction. 390-400 2021 ACPR (1) https://doi.org/10.1007/978-3-031-02375-0_29 conf/acpr/2021-1 db/conf/acpr/acpr2021-1.html#ChenNMS21 Minghao Chen Kan Wu Bolin Ni Houwen Peng Bei Liu 0001 Jianlong Fu Hongyang Chao Haibin Ling Searching the Search Space of Vision Transformer. 8714-8726 2021 NeurIPS https://proceedings.neurips.cc/paper/2021/hash/48e95c45c8217961bf6cd7696d80d238-Abstract.html conf/nips/2021 db/conf/nips/neurips2021.html#ChenWNPLFCL21

Minghao Chen Kan Wu Bolin Ni Houwen Peng Bei Liu 0001 Jianlong Fu Hongyang Chao Haibin Ling Searching the Search Space of Vision Transformer. 2021 abs/2111.14725 CoRR https://arxiv.org/abs/2111.14725 db/journals/corr/corr2111.html#abs-2111-14725

Jianlong Chang Hongyang Chao Joe Chau Lin Chen Minghao Chen Xin-Sheng Chen Yuhang Chen Yuntao Chen Kevin Cheng Peng Cheng 0005 Yi-Xuan Deng Kun Ding Xinzhi Dong Yubo Dong Bin Fan 0001 Junsong Fan Jianlong Fu Zhengyang Geng Menghao Guo 0001Meng-Hao Guo 0001 Han Hu 0001 Jingcheng Hu Ke Hu Shi-Min Hu 0001Shimin Hu 0001 Rui Huang Chunlei Huo Jie Jiang 0015 Chen Li Ruihang Li Yin Li Yves Liang Chonghua Liao Haitao Lin Haibin Ling Linus Bei Liu 0001 Fangfu Liu Shuguang Liu Wenzhuo Liu Yuchen Liu Ze Liu Zuyan Liu Qinglin Lu Haoran Luo Gaofeng Meng Gaomeng Meng Kiyohiro Nakayama Shuai Nie Xing Nie Jia Ning Chunhong Pan Haoyang Peng Houwen Peng Yongming Rao Baoyin Sha Yuhao Shen Jiaxi Song Kun Tian Qi Tian 0001 Chen Wang 0049 Haochen Wang Hongzhen Wang Meng Wang Minghui Wang Oran Wang Ruizhe Wang Ying Wang Yuxi Wang 0001 Zili Wang Ziyi Wang 0007 Yixuan Wei Gordon Wetzstein Jinyang Wu Kan Wu Tencent Robotics X Shiming Xiang Yifan Xiong 0001 Fangzhi Xu Jiajun Xu Jiaming Xu Shixiong Xu Changpeng Yang Guowei YangGuo-Wei Yang Qi Yang Qi Yang 0015 Yuxiang Yang Ziyue Yang Shunyu Yao Xumin Yu Fanhu Zeng Chenghao Zhang 0003 He Zhang Heng-Rui Zhang Miaosen Zhang Shuai Zhang Songyang Zhang 0004 Xin Zhang 0093 Yani Zhang Yi Zhang 0099 Zhaoxiang Zhang 0001 Zheng Zhang 0022 Zhengyou Zhang Guoshuai Zhao Hongbo Zhao 0006 Ruowen Zhao Fei Zhu 0004 Feng Zhu