Publications

2025

Conference Papers

ReFu: Recursive Fusion for Exemplar-Free 3D Class-Incremental Learning
Yi Yang, Lei Zhong, Huiping Zhuang
2025 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV)
Paper

Journal Papers

Online weighted hashing for cross-modal retrieval
Zining Jiang, Zhenyu Weng, Runhao Li, Huiping Zhuang, Zhiping Lin
Pattern Recognition 161, 111232
Paper

DRViT: A Dynamic Redundancy-Aware Vision Transformer Accelerator via Algorithm and Architecture Co-design on FPGA
Xiangfeng Sun, Yuanting Zhang, Qinyu Wang, Xiaofeng Zou, Yujia Liu, Ziqian Zeng, Huiping Zhuang
Journal of Parallel and Distributed Computing, 105042
Paper

Subkv: Quantizing Long Context KV Cache for Sub‐Billion Parameter Language Models on Edge Devices
Ziqian Zeng, Tao Zhang, Zhengdong Lu, Wenjun Li, Huiping Zhuang, Hongen Shao, Sin G. Teo, Xiaofeng Zou
Software: Practice and Experience
Paper

3D-AOCL: Analytic online continual learning for imbalanced 3D point cloud classification
Ziqian Zeng, Jianwei Wang, Lin Wu, Weikai Lu, Huiping Zhuang
Alexandria Engineering Journal 111, 530-539
Paper

An analytic formulation of convolutional neural network learning for pattern recognition
Huiping Zhuang, Zhiping Lin, Yimin Yang, Kar-Ann Toh
Information Sciences 686, 121317
Paper

ResDecode: Accelerating Large Language Models Inference via Residual Decoding Heads
Ziqian Zeng, Jiahong Yu, Qianshi Pang, Zihao Wang, Huiping Zhuang, Fan Yu, Hongen Shao, Xiaofeng Zou
Big Data Mining and Analytics 8 (4), 779-793
Paper

Preprint Papers

AFCL: Analytic Federated Continual Learning for Spatio-Temporal Invariance of Non-IID Data
Jianheng Tang, Huiping Zhuang, Jingyu He, Run He, Jingchao Wang, Kejia Fan, Anfeng Liu, Tian Wang, Leye Wang, Zhanxing Zhu, Shanghang Zhang, Houbing Herbert Song, Yunhuai Liu
arXiv preprint arXiv:2505.12245
Paper

ACU: Analytic Continual Unlearning for Efficient and Exact Forgetting with Privacy Preservation
Jianheng Tang, Huiping Zhuang, Di Fang, Jiaxu Li, Feijiang Han, Yajiang Huang, Kejia Fan, Leye Wang, Zhanxing Zhu, Shanghang Zhang, Houbing Herbert Song, Yunhuai Liu
arXiv preprint arXiv:2505.12239
Paper

AnalyticKWS: towards exemplar-free analytic class incremental learning for small-footprint keyword spotting
Yang Xiao, Tianyi Peng, Rohan Kumar Das, Yuchen Hu, Huiping Zhuang
arXiv preprint arXiv:2505.11817
Paper

Analytic Subspace Routing: How Recursive Least Squares Works in Continual Learning of Large Language Model
Kai Tong, Kang Pan, Xiao Zhang, Erli Meng, Run He, Yawen Cui, Nuoyan Guo, Huiping Zhuang
arXiv preprint arXiv:2503.13575
Paper

Semantic Shift Estimation via Dual-Projection and Classifier Reconstruction for Exemplar-Free Class-Incremental Learning
Run He, Di Fang, Yicheng Xu, Yawen Cui, Ming Li, Cen Chen, Ziqian Zeng, Huiping Zhuang
arXiv preprint arXiv:2503.05423
Paper

RewardDS: Privacy-Preserving Fine-Tuning for Large Language Models via Reward Driven Data Synthesis
Jianwei Wang, Junyao Yang, Haoran Li, Huiping Zhuang, Cen Chen, Ziqian Zeng
arXiv preprint arXiv:2502.18517
Paper

SEA: Low-Resource Safety Alignment for Multimodal Large Language Models via Synthetic Embeddings
Weikai Lu, Hao Peng, Huiping Zhuang, Cen Chen, Ziqian Zeng
arXiv preprint arXiv:2502.12562
Paper

X-SG²_S: Safe and Generalizable Gaussian Splatting with X-dimensional Watermarks
Zihang Cheng, Huiping Zhuang, Chun Li, Xin Meng, Ming Li, Fei Richard Yu, Liqiang Nie
arXiv preprint arXiv:2502.10475
Paper

PAL: Prompting Analytic Learning with Missing Modality for Multi-Modal Class-Incremental Learning
Xianghu Yue, Yiming Chen, Xueyi Zhang, Xiaoxue Gao, Mengling Feng, Mingrui Lao, Huiping Zhuang, Haizhou Li
arXiv preprint arXiv:2501.09352
Paper

2024

Conference Papers

Joint-Neighborhood Product Quantization for Unsupervised Cross-Modal Retrieval
Runhao Li, Zhenyu Weng, Yongming Chen, Huiping Zhuang, Yap-Peng Tan, Zhiping Lin
2024 IEEE International Conference on Visual Communications and Image
Paper

Advancing Cross-domain Discriminability in Continual Learning of Vision-Language Models
Yicheng Xu, Yuxin Chen, Jiahao Nie, Yusong Wang, Huiping Zhuang, Manabu Okumura
NeurIPS 2024
Paper | Code

GACL: Exemplar-Free Generalized Analytic Continual Learning
Huiping Zhuang, Yizhu Chen, Di Fang, Run He, Kai Tong, Hongxin Wei, Zigian Zeng, Cen Chen
NeurIPS 2024
Paper | Code

F-OAL: Forward-only Online Analytic Learning with Fast Training and Low Memory Footprint in Class Incremental Learning
Huiping Zhuang, Yuchen Liu, Run He, Kai Tong, Ziqian Zeng, Cen Chen, Yi Wang, Lap-Pui Chau
NeurIPS 2024
Paper | Code

MMAL: Multi-Modal Analytic Learning for Exemplar-Free Audio-Visual Class Incremental Tasks
Xianghu Yue, Xueyi Zhang, Yiming Chen, Chengwei Zhang, Mingrui Lao, Huiping Zhuang, Xinyuan Qian, Haizhou Li
Proceedings of the 32nd ACM International Conference on Multimedia, 2428-2437
Paper

Complex Motion Planning for Quadruped Robots Using Large Language Models
Xiang Zhang, Run He, Kai Tong, Shuquan Man, Jingyu Tong, Haodong Li, Huiping Zhuang
2024 IEEE International Symposium on Circuits and Systems (ISCAS), 1-5
Paper

Zero-shot Event Detection using a Textual Entailment Model as an Enhanced Annotator
Ziqian Zeng, Runyu Wu, Yuxiang Xiao, Xiaoda Zhong, Hanlin Wang, Zhengdong Lu, Huiping Zhuang
Proceedings of the 2024 Joint International Conference on Computational
Paper

DS-AL: A dual-stream analytic learning for exemplar-free class-incremental learning
Huiping Zhuang, Run He, Kai Tong, Ziqian Zeng, Cen Chen, Zhiping Lin
Proceedings of the AAAI Conference on Artificial Intelligence 38 (15), 17237
Paper

Consistentee: A consistent and hardness-guided early exiting method for accelerating language models inference
Ziqian Zeng, Yihuai Hong, Hongliang Dai, Huiping Zhuang, Cen Chen
Proceedings of the AAAI Conference on Artificial Intelligence 38 (17), 19506
Paper

Journal Papers

Class incremental learning with analytic learning for hyperspectral image classification
Huiping Zhuang, Yue Yan, Run He, Ziqian Zeng
Journal of the Franklin Institute 361 (18), 107285
Paper

Analytic class incremental learning for sound source localization with privacy protection
Xinyuan Qian, Xianghu Yue, Jiadong Wang, Huiping Zhuang, Haizhou Li
IEEE Signal Processing Letters
Paper

Zero-shot event argument extraction by disentangling trigger from argument and role
Zhengdong Lu, Ziqian Zeng, Jianwei Wang, Hanlin Wang, Weikai Lu, Huiping Zhuang
International Journal of Machine Learning and Cybernetics
Paper

Less confidence, less forgetting: Learning with a humbler teacher in exemplar-free Class-Incremental learning
Zijian Gao, Kele Xu, Huiping Zhuang, Li Liu, Xinjun Mao, Bo Ding, Dawei Feng, Huaimin Wang
Neural Networks 179, 106513
Paper

Online Analytic Exemplar-Free Continual Learning with Large Models for Imbalanced Autonomous Driving Task
Huiping Zhuang, Di Fang, Kai Tong, Yuchen Liu, Ziqian Zeng, Xu Zhou, Cen Chen
IEEE Transactions on Vehicular Technology
Paper

A three-stream fusion and self-differential attention network for multi-modal crowd counting
Haihan Tang, Yi Wang, Zhiping Lin, Lap-Pui Chau, Huiping Zhuang
Pattern Recognition Letters 183, 35-41
Paper

Efficient Point Cloud Video Recognition via Spatio-Temporal Pruning for MEC-Based Consumer Applications
Cen Chen, Songyu Xie, Jing Liu, Zhongyao Cheng, Ziqian Zeng, Huiping Zhuang
IEEE Transactions on Consumer Electronics, vol. 70, no. 1, pp. 4108-4119, Feb. 2024
Paper

Explored seeds generation for weakly supervised semantic segmentation
Terence Chow, Haojin Deng, Yimin Yang, Zhiping Lin, Huiping Zhuang, Shan Du
Neural Computing and Applications 36 (2), 1007-1022
Paper

Preprint Papers

SegACIL: Solving the Stability-Plasticity Dilemma in Class-Incremental Semantic Segmentation
Jiaxu Li, Songning Lai, Rui Li, Di Fang, Kejia Fan, Jianheng Tang, Yuhan Zhao, Rongchang Zhao, Dongzhan Zhou, Yutao Yue, Huiping Zhuang
arXiv preprint arXiv:2412.10834
Paper

Analytic Continual Test-Time Adaptation for Multi-Modality Corruption
Yufei Zhang, Yicheng Xu, Hongxin Wei, Zhiping Lin, Huiping Zhuang
arXiv preprint arXiv:2410.22373
Paper

TS-ACL: A Time Series Analytic Continual Learning Framework for Privacy-Preserving and Class-Incremental Pattern Recognition
Kejia Fan, Jiaxu Li, Songning Lai, Linpu Lv, Anfeng Liu, Jianheng Tang, Houbing Herbert Song, Yutao Yue, Huiping Zhuang
arXiv preprint arXiv:2410.15954
Paper

C-Adapter: Adapting Deep Classifiers for Efficient Conformal Prediction Sets
Kangdao Liu, Hao Zeng, Jianguo Huang, Huiping Zhuang, Chi-Man Vong, Hongxin Wei
arXiv preprint arXiv:2410.09408
Paper

TS-ACL: Closed-Form Solution for Time Series-oriented Continual Learning
Jiaxu Li, Kejia Fan, Songning Lai, Linpu Lv, Jinfeng Xu, Jianheng Tang, Anfeng Liu, Houbing Herbert Song, Yutao Yue, Yunhuai Liu, Huiping Zhuang
arXiv e-prints, arXiv: 2410.15954
Paper

FACT: Feature Adaptive Continual-learning Tracker for Multiple Object Tracking
Rongzihan Song, Zhenyu Weng, Huiping Zhuang, Jinchang Ren, Yongming Chen, Zhiping Lin
arXiv preprint arXiv:2409.07904
Paper

Air: Analytic imbalance rectifier for continual learning
Di Fang, Yinan Zhu, Runze Fang, Cen Chen, Ziqian Zeng, Huiping Zhuang
arXiv preprint arXiv:2408.10349
Paper

Genderalign: An alignment dataset for mitigating gender bias in large language models
Tao Zhang, Ziqian Zeng, Yuxiang Xiao, Huiping Zhuang, Cen Chen, James Foulds, Shimei Pan
arXiv preprint arXiv:2406.13925
Paper

PrivacyRestore: Privacy-Preserving Inference in Large Language Models via Privacy Removal and Restoration
Ziqian Zeng, Jianwei Wang, Junyao Yang, Zhengdong Lu, Huiping Zhuang, Cen Chen
arXiv preprint arXiv:2406.01394
Paper

Analytic federated learning
Huiping Zhuang, Run He, Kai Tong, Di Fang, Han Sun, Haoran Li, Tianyi Chen, Ziqian Zeng
arXiv preprint arXiv:2405.16240
Paper

Eraser: Jailbreaking defense in large language models via unlearning harmful knowledge
Weikai Lu, Ziqian Zeng, Jianwei Wang, Zhengdong Lu, Zelin Chen, Huiping Zhuang, Cen Chen
arXiv preprint arXiv:2404.05880
Paper

REAL: Representation Enhanced Analytic Learning for Exemplar-free Class-incremental Learning
Run He, Huiping Zhuang, Di Fang, Yizhu Chen, Kai Tong, Cen Chen
arXiv preprint arXiv:2403.13522
Paper

Chimera: A Lossless Decoding Method for Accelerating Large Language Models Inference by Fusing all Tokens
Ziqian Zeng, Jiahong Yu, Qianshi Pang, Zihao Wang, Huiping Zhuang, Hongen Shao, Xiaofeng Zou
arXiv preprint arXiv:2402.15758
Paper

Mitigating privacy risk in membership inference by convex-concave loss
Zhenlong Liu, Lei Feng, Huiping Zhuang, Xiaofeng Cao, Hongxin Wei
arXiv preprint arXiv:2402.05453
Paper

2023

Conference Papers

Neighborhood learning from noisy labels for cross-modal retrieval
Runhao Li, Zhenyu Weng, Huiping Zhuang, Yongming Chen, Zhiping Lin
2023 IEEE International Symposium on Circuits and Systems (ISCAS), 1-5
Paper

Mitigating memorization of noisy labels by clipping the model prediction
Hongxin Wei, Huiping Zhuang, Renchunzi Xie, Lei Feng, Gang Niu, Bo An, Yixuan Li
International conference on machine learning, 36868-36886
Paper

GKEAL: Gaussian Kernel Embedded Analytic Learning for Few-shot Class Incremental Task
Huiping Zhuang, Zhenyu Weng, Run He, Zhiping Lin, Ziqian Zeng
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2023
Paper

Journal Papers

Few-Shot Contrastive Transfer Learning With Pretrained Model for Masked Face Verification
Zhenyu Weng, Huiping Zhuang, Fulin Luo, Haizhou Li, Zhiping Lin
IEEE Transactions on Multimedia, vol. 26, pp. 3871-3883, 2024
Paper

Attention multihop graph and multiscale convolutional fusion network for hyperspectral image classification
Hao Zhou, Fulin Luo, Huiping Zhuang, Zhenyu Weng, Xiuwen Gong, Zhiping Lin
IEEE Transactions on Geoscience and Remote Sensing 61, 1-14
Paper

Decoupled neural network training with re-computation and weight prediction
Jiawei Peng, Yicheng Xu, Zhiping Lin, Zhenyu Weng, Zishuo Yang, Huiping Zhuang
PloS one 18 (2), e0276427
Paper

Preprint Papers

Constant Sequence Extension for Fast Search Using Weighted Hamming Distance
Zhenyu Weng, Huiping Zhuang, Haizhou Li, Zhiping Lin
arXiv preprint arXiv:2306.03612
Paper

2022

Conference Papers

ACIL: Analytic class-incremental learning with absolute memorization and privacy protection
Huiping Zhuang, Zhenyu Weng, Hongxin Wei, Renchunzi Xie, Kar-Ann Toh, Zhiping Lin
Advances in Neural Information Processing Systems 35, 11602-11614
Paper