个人简介
黄礼泊是中国科学院计算技术研究所全职在编助理教授(助理研究员)。他能独立指导计算机科学方向博士生和硕士生。在此之前,他作为博士后研究员(2021.10-2024.8)和实习研究员(2021.7-2021.10)在中国科学院计算技术研究所从事深度学习方面的研究,合作导师为徐勇军研究员(主任)和安竹林副研究员。
他于广东工业大学(2018-2021,导师为Wing-Kuen Ling教授,IET Fellow/国家海外高层次人才)和英国布鲁内尔大学(2019-2020,导师为Lu Gan教授)联合培养获得机器学习博士学位。 此前,他在广东工业大学攻读计算机科学硕士学位(2016-2018),导师为郝志峰教授(汕头大学校长)和蔡瑞初教授(国家优青)。
研究兴趣
他的研究聚焦于机器学习与计算神经科学的交叉领域,主要研究方向包括:- 机器学习:探究深度学习模型的记忆机制,以及挖掘深度神经网络的记忆能力等。
- 神经科学:神经信号的无监督聚类分析、表示学习技术以及非凸优化方法等。
招生与实习招聘:课题组每年在机器学习与深度学习方向招收1-2名硕士/博士研究生、1-2个实习/联培/交换/客座/访问岗(优秀本科生亦可申请),实习支持远程或线下参与科研。请有兴趣的候选人将个人简历发送至。
最新动态
- [2026.05] 1 paper accepted to IEEE TPAMI 2026: MPQ-DMv2: Flexible Residual Mixed Precision Quantization for Low-Bit Diffusion Models with Temporal Distillation. Congrats Weilun!
- [2026.05] 1 paper accepted to KDD 2026: PrePrompt: Predictive Prompting for Class Incremental Learning.
- [2026.05] 2 papers accepted to ICML 2026: WorldCache: Accelerating World Models for Free via Heterogeneous Token Caching, Fast-SAM3D: 3Dfy Anything in Images but Faster. Congrats Weilun, Mingqiang, and Guoxin!
- [2026.03] 1 paper accepted to ICME 2026: DFM: Difference Feature Modeling with Text-Guided Gated Contrastive Loss for Remote Sensing Image Change Captioning. Congrats Yelin!
- [2026.02] 4 papers accepted to CVPR 2026: (1) Representation-Steered Incremental Adapter-Tuning for Class-Incremental Learning with Pre-Trained Models, (2) EfficientVPR: Toward Efficient Visual Place Recognition via Scene-Aware Prompt Tuning and Adaptive Feature Enhancement, (3) Parameterized Prompt for Incremental Object Detection, (4) Distilling Out-of-Distribution Knowledge from Large Language Models for CLIP Generalization [findings workshop]. Congrats Jiarui, Wenjing, Zijia, and Qiji!
- [2026.01] 3 papers accepted to ICLR 2026: (1) QuantSparse: Comprehensively Compressing Video Diffusion Transformer with Model Quantization and Attention Sparsification, (2) Quantized Visual Geometry Grounded Transformer, (3) Point-UQ: An Uncertainty-Quantification Paradigm for Point Cloud Few-Shot Class Incremental Learning. Congrats Weilun and Xiangqi!
主要论文
@article{feng2025mpq,
title={Mpq-dmv2: Flexible residual mixed precision quantization for low-bit diffusion models with temporal distillation},
author={Feng, Weilun and Yang, Chuanguang and Qin, Haotong and Li, Yuqi and Li, Xiangqi and An, Zhulin and Huang, Libo and Diao, Boyu and Zhuang, Fuzhen and Magno, Michele and others},
journal={arXiv preprint arXiv:2507.04290},
year={2025}
}
@inproceedings{huang2026preprompt,
title={PrePrompt: Predictive prompting for class incremental learning},
author={Libo Huang, Xiangqi Li, Jiarui Zhao, Zhulin An, Chuanguang Yang, Boyu Diao, Fei Wang, Yan Zeng, Zhifeng Hao, Yongjun Xu},
booktitle={Proceedings of the 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD)},
year={2026}
}
@article{feng2026worldcache,
title={WorldCache: Accelerating World Models for Free via Heterogeneous Token Caching},
author={Feng, Weilun and Fan, Guoxin and Qin, Haotong and Yang, Chuanguang and Wu, Mingqiang and Li, Yuqi and Li, Xiangqi and An, Zhulin and Huang, Libo and Wang, Dingrui and others},
journal={arXiv preprint arXiv:2603.06331},
year={2026}
}
@article{feng2026fast,
title={Fast-SAM3D: 3Dfy Anything in Images but Faster},
author={Feng, Weilun and Wu, Mingqiang and Chen, Zhiliang and Yang, Chuanguang and Qin, Haotong and Li, Yuqi and Liu, Xiaokun and Fan, Guoxin and An, Zhulin and Huang, Libo and others},
journal={arXiv preprint arXiv:2602.05293},
year={2026}
}
@article{an2025parameterized,
title={Parameterized Prompt for Incremental Object Detection},
author={An, Zijia and Diao, Boyu and Liu, Ruiqi and Huang, Libo and Yang, Chuanguang and Wang, Fei and An, Zhulin and Xu, Yongjun},
journal={arXiv preprint arXiv:2510.27316},
year={2025}
}
@article{li2025point,
title={Point-UQ: An Uncertainty-Quantification Paradigm for Point Cloud Few-Shot Class Incremental Learning},
author={Li, Xiangqi and Huang, Libo and Zhao, Jiarui and Feng, Weilun and Yang, Chuanguang and An, Zhulin and Xu, Yongjun},
journal={International Conference on Learning Representations (ICLR)},
year={2026}
}
@article{feng2025quantsparse,
title={QuantSparse: Comprehensively Compressing Video Diffusion Transformer with Model Quantization and Attention Sparsification},
author={Feng, Weilun and Yang, Chuanguang and Qin, Haotong and Wu, Mingqiang and Li, Yuqi and Li, Xiangqi and An, Zhulin and Huang, Libo and Zhang, Yulun and Magno, Michele and others},
journal={arXiv preprint arXiv:2509.23681},
year={2025}
}
@article{feng2025quantized,
title={Quantized Visual Geometry Grounded Transformer},
author={Feng, Weilun and Qin, Haotong and Wu, Mingqiang and Yang, Chuanguang and Li, Yuqi and Li, Xiangqi and An, Zhulin and Huang, Libo and Zhang, Yulun and Magno, Michele and others},
journal={arXiv preprint arXiv:2509.21302},
year={2025}
}
@article{feng2025s,
title={S $\^{} 2$ Q-VDiT: Accurate Quantized Video Diffusion Transformer with Salient Data and Sparse Token Distillation},
author={Feng, Weilun and Qin, Haotong and Yang, Chuanguang and Li, Xiangqi and Yang, Han and Li, Yuqi and An, Zhulin and Huang, Libo and Magno, Michele and Xu, Yongjun},
journal={arXiv preprint arXiv:2508.04016},
year={2025}
}
@inproceedings{feng2025q,
title={Q-VDiT: Towards Accurate Quantization and Distillation of Video-Generation Diffusion Transformers},
author={Feng, Weilun and Yang, Chuanguang and Qin, Haotong and Li, Xiangqi and Wang, Yu and An, Zhulin and Huang, Libo and Diao, Boyu and Zhao, Zixiang and Xu, Yongjun and others},
booktitle={International Conference on Machine Learning},
pages={16956--16976},
year={2025},
organization={PMLR}
}
@inproceedings{li2025geometric,
title={Geometric Feature Embedding for Effective 3D Few-Shot Class Incremental Learning},
author={Li, Xiangqi and Huang, Libo and An, Zhulin and Feng, Weilun and Yang, Chuanguang and Diao, Boyu and Wang, Fei and Xu, Yongjun},
booktitle={International Conference on Machine Learning},
pages={34674--34687},
year={2025},
organization={PMLR}
}
@article{liu2025low,
title={Low-Redundancy Distillation for Continual Learning},
author={Liu, Ruiqi and Diao, Boyu and Huang, Libo and An, Zijia and Liu, Hangda and An, Zhulin and Xu, Yongjun},
journal={Pattern Recognition},
pages={111712},
year={2025},
publisher={Elsevier}
}
@article{huang2026af,
title={AF-YOLO: Asymptotic Feature Extraction and Fusion for Aerial Object Detection},
author={Huang, Lve and Yu, Xiaowei and Yan, Huabiao and Huang, Libo and An, Zhulin and Xu, Yongjun},
journal={IEEE Transactions on Circuits and Systems for Video Technology},
year={2026},
volume={36},
number={1},
pages={63-78},
publisher={IEEE}
}
@article{zhang2025tcmp,
title={TCMP-300: A Comprehensive Traditional Chinese Medicinal Plant Dataset for Plant Recognition},
author={Zhang, Yanling and Sun, Wanhui and Yang, Chuanguang and Huang, Libo and An, Zhulin and Feng, Weilun and Tang, Wenjing and Xu, Yongjun},
journal={Scientific Data},
volume={12},
number={1},
pages={1166},
year={2025},
publisher={Nature Publishing Group UK London}
}
@article{HUANG2025100948,
title = {Foundation Models and Intelligent Decision-Making: Progress, Challenges, and Perspectives},
journal = {The Innovation},
pages = {100948},
year = {2025},
issn = {2666-6758},
author = {Jincai Huang and Yongjun Xu, etc.},
}
@inproceedings{yang2025classification,
title={Classification-Based False Alarm Suppression for SAR Target Detection},
author={Yang, Nan and Huang, Libo and An, Zhulin and Xu, Yongjun and Hong, Xia and Ling, Wing-Kuen},
booktitle={2025 IEEE International Symposium on Circuits and Systems (ISCAS)},
pages={1--5},
year={2025},
organization={IEEE}
}
@inproceedings{yang2025hsrdiff,
title={HSRDiff: A Hierarchical Self-Regulation Diffusion Model for Stochastic Semantic Segmentation},
author={Yang, Han and Yang, Chuanguang and An, Zhulin and Huang, Libo and Xu, Yongjun},
booktitle={Proceedings of the AAAI Conference on Artificial Intelligence (AAAI)},
volume={39},
number={2},
pages={1701--1709},
year={2025}
}
@inproceedings{yang2025multi,
title={Multi-Teacher Knowledge Distillation with Reinforcement Learning for Visual Recognition},
author={Yang, Chuanguang and Yu, Xinqiang and Yang, Han and An, Zhulin and Yu, Chengqing and Huang, Libo and Xu, Yongjun},
booktitle={Proceedings of the AAAI Conference on Artificial Intelligence (AAAI)},
volume={39},
number={9},
pages={9148--9156},
year={2025}
}
@inproceedings{feng2025mpq,
title={MPQ-DM: Mixed Precision Quantization for Extremely Low Bit Diffusion Models},
author={Feng, Weilun and Qin, Haotong and Yang, Chuanguang and An, Zhulin and Huang, Libo and Diao, Boyu and Wang, Fei and Tao, Renshuai and Xu, Yongjun and Magno, Michele},
booktitle={Proceedings of the AAAI Conference on Artificial Intelligence (AAAI)},
volume={39},
number={16},
pages={16595--16603},
year={2025}
}
@inproceedings{mai2025oln++,
title={OLN++: Improved Object Localization Network for Open-world Object Detection},
author={Mai, Haonan and Huang, Libo and An, Zhulin and Zhao, Jiarui and Yang, Chuanguang and Zhao, Erhu and Xu, Yongjun},
booktitle={ICASSP 2025-2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},
pages={1--5},
year={2025},
organization={IEEE}
}
@inproceedings{an2025ior,
title={IOR: Inversed Objects Replay for Incremental Object Detection},
author={An, Zijia and Diao, Boyu and Huang, Libo and Liu, Ruiqi and An, Zhulin and Xu, Yongjun},
booktitle={ICASSP 2025-2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},
pages={1--5},
year={2025},
organization={IEEE}
}
@inproceedings{yang2025multi,
title={Multi-party collaborative attention control for image customization},
author={Yang, Han and Yang, Chuanguang and Wang, Qiuli and An, Zhulin and Feng, Weilun and Huang, Libo and Xu, Yongjun},
booktitle={Proceedings of the Computer Vision and Pattern Recognition Conference},
pages={7942--7951},
year={2025}
}
@article{dan2024pdd,
title={Pdd: pruning neural networks during knowledge distillation},
author={Dan, Xi and Yang, Wenjie and Zhang, Fuyan and Zhou, Yihang and Yu, Zhuojun and Qiu, Zhen and Zhao, Boyuan and Dong, Zeyu and Huang, Libo and Yang, Chuanguang},
journal={Cognitive Computation},
volume={16},
number={6},
pages={3457--3467},
year={2024},
publisher={Springer}
}
@inproceedings{liu2024continual,
title={Continual Learning in the Frequency Domain},
author={Liu, RuiQi and Diao, Boyu and Huang, Libo and An, Zijia and An, Zhulin and Xu, Yongjun},
booktitle={Annual Conference on Neural Information Processing Systems (NeurIPS)},
volume={37},
pages={85389--85411},
year={2024}
}
@article{zeng2024survey,
title={A Survey on Causal Reinforcement Learning},
author={Zeng, Yan and Cai, Ruichu and Sun, Fuchun and Huang, Libo and Hao, Zhifeng},
journal={IEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS)},
year={2024},
volume={36},
number={4},
pages={5942-5962},
publisher={IEEE}
}
@inproceedings{feng2024relational,
title={Relational Diffusion Distillation For Efficient Image Generation},
author={Feng, Weilun and Yang, Chuanguang and An, Zhulin and Huang, Libo and Diao, Boyu and Wang, Fei and Xu, Yongjun},
booktitle={Proceedings of the 32nd ACM International Conference on Multimedia (ACM MM)},
pages={205--213},
year={2024}
}
@inproceedings{yu2024online,
title={Online Policy Distillation with Decision-Attention},
author={Yu, Xinqiang and Yang, Chuanguang and Yu, Chengqing and Huang, Libo and An, Zhulin and Xu, Yongjun},
booktitle={International Joint Conference on Neural Networks (IJCNN)},
pages={1--8},
year={2024},
organization={IEEE}
}
@inproceedings{huang2024etag,
title={eTag: Class-Incremental Learning via Embedding Distillation and Task-Oriented Generation},
author={Huang, Libo and Zeng, Yan and Yang, Chuanguang and An, Zhulin and Diao, Boyu and Xu, Yongjun},
booktitle={Proceedings of the AAAI Conference on Artificial Intelligence (AAAI)},
volume={38},
number={11},
pages={12591--12599},
year={2024}
}
@inproceedings{yang2024clip,
title={CLIP-KD: An Empirical Study of CLIP Model Distillation},
author={Yang, Chuanguang and An, Zhulin and Huang, Libo and Bi, Junyu and Yu, Xinqiang and Yang, Han and Diao, Boyu and Xu, Yongjun},
booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
pages={15952--15962},
year={2024}
}
@inproceedings{huang2024kfc,
title={KFC: Knowledge Reconstruction and Feedback Consolidation Enable Efficient and Effective Continual Generative Learning},
author={Huang, Libo and An, Zhulin and Zeng, Yan and Xu, Yongjun and others},
booktitle={International Conference on Learning Representations (ICLR) Tiny Papers Track},
year={2024}
}
@article{huang2023automatical,
title={Automatical Spike Sorting with Low-Rank and Sparse Representation},
author={Huang, Libo and Gan, Lu and Zeng, Yan and Ling, Bingo Wing-Kuen},
journal={IEEE Transactions on Biomedical Engineering (IEEE TBE)},
volume={71},
number={5},
pages={1677--1686},
year={2023},
publisher={IEEE}
}
@article{zeng2021nonlinear,
title={Nonlinear Causal Discovery with Multiple High-Dimensional Observations},
author={Zeng, Yan and Hao, Zhifeng and Cai, Ruichu and Xie, Feng and Huang, Libo and Shimizu, Shohei},
journal={IEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS)},
volume={34},
number={5},
pages={2234--2245},
year={2021},
publisher={IEEE}
}
@article{huang2021unified,
title={A Unified Optimization Model of Feature Extraction and Clustering for Spike Sorting},
author={Huang, Libo and Gan, Lu and Ling, Bingo Wing-Kuen},
journal={IEEE Transactions on Neural Systems and Rehabilitation Engineering (IEEE TNSRE)},
volume={29},
pages={750--759},
year={2021},
publisher={IEEE}
}
@inproceedings{huang2020spike,
title={Spike Sorting Based On Low-Rank And Sparse Representation},
author={Huang, Libo and Ling, Bingo Wing-Kuen and Zeng, Yan and Gan, Lu},
booktitle={IEEE International Conference on Multimedia and Expo (ICME)},
pages={1--6},
year={2020},
organization={IEEE}
}
@article{ruicc2020cuda,
title={基于CUDA的多信道锋电位实时分类方法},
author={蔡瑞初, 赵坤垚, 黄礼泊, 何炯, 陈瑶},
journal={计算机工程与设计},
volume={41},
number={2},
pages={391--396},
year={2020}
}
@article{huang2019wmsorting,
title={WMsorting: Wavelet Packets' Decomposition and Mutual Information-based Spike Sorting Method},
author={Huang, Libo and Ling, Bingo Wing-Kuen and Cai, Ruichu and Zeng, Yan and He, Jiong and Chen, Yao},
journal={IEEE Transactions on NanoBioscience (IEEE TNB)},
volume={18},
number={3},
pages={283--295},
year={2019},
publisher={IEEE}
}
@inproceedings{chen2018hass,
title={HASS: High Accuracy Spike Sorting with Wavelet Package Decomposition and Mutual Information},
author={Chen, Yao and Huang, Libo and He, Jiong and Zhao, Kunyao and Cai, Ruichu and Hao, Zhifeng},
booktitle={IEEE International Conference on Bioinformatics and Biomedicine (BIBM)},
pages={831--838},
year={2018},
organization={IEEE}
}
其他
Services
- Conference Area Chair: IJCNN (2027), IEEE MLSP (2026), NeurIPS (2026), ...
- Conference Program Committee Member: IEEE MLSP (2026), BMVC (2026), ICMR (2026), WACV (2026, 2026), ICCV (2025), IJCNN (2025), ICML (2025, 2026), ICLR (2025, 2026), CVPR (2025, 2026 ), ICASSP (2025), AISTATS (2025, 2026), NeurIPS (2024, 2025), ECCV (2024, 2026), ICDM (2024, 2025, 2026), ICME (2024, 2025, 2026), ACM-MM (2023, 2024, 2025, 2026), ISCAS (2020), CSNDSP (2020), INDIN (2020), ...
- Journal Reviewer: IJCV (2026-), PR (2026-), IEEE-TBD (2026-), IEEE-TPAMI (2025-), IEEE-TCE (2024-), IEEE-TCSVT (2023-), The Innovation (2022-), IEEE-SPL (2021-), IEEE-TIP (2020-), ...
- Professional Service: CICC [中国指挥与控制学会] (2025-), CAAI [中国人工智能学会] (2021-), IEEE (2019-), CCF [中国计算机学会] (2017-), ...
Students Supervision
- 2026 Cohort: Guoxin Fan (M.S.), Jitao Lu (M.S.), Siyi Wang (M.S.), ...
- 2025 Cohort: Wenjing Tang (M.S.), Mingqiang Wu (M.S.), ...
- 2024 Cohort: Weilun Feng (Ph.D.), Xiangqi Li (M.S.), Jiachen Xie (M.S.), Wentao Xu (M.S.), Yinmei Yu (M.S.), ...
- 2023 Cohort: Chaoyi Liu (Ph.D.), Yu Wang (Ph.D.), Jiarui Zhao (Ph.D.), ...
- Alumni:
- Jindi Guo (DPTechnology [深势科技] after M.S. 2023-2026)
- Yingcheng Hu ([TBD] after M.S. 2023-2026)
- Haonan Mai (DOBOT [越疆机器人] after M.S. 2023-2026)
- Qiji Ma ([TBD] after M.S. 2023-2026)
- Zhexin Tang (Ph.D. @ ShanghaiTech University [上海科技大学] after M.S. 2023-2026)
- Yelin Wang (Ph.D. @ Great Bay University [大湾区大学] after M.S. 2023-2026)
- Xiaowei Yu (Civil Servant @ Yantai, Shandong [山东烟台选调生] after M.S. 2023-2026)
- Han Yang (ByteDance [字节跳动] after M.S. 2022-2025)
- Nan Yang (Shanghai Customs District P.R.China [上海海关] after M.S. 2022-2025)
- Shichao Dong (Tencent [腾讯] after M.S. 2021-2024)
- Xinqiang Yu (Galbot [银河通用] after M.S. 2021-2024)
- Xiang Zhi (Umetrip [航旅纵横] after M.S. 2020-2023) ...
Useful Link
- Archived Portfolio: libohuang.google.site (2018-2021)
- Collaborator (alphabetical):
- Dr. Yao Chen (2016-)
- Dr. Jiong He (2016-)
- Dr. Yan Zeng (2016-) ...