Robust two-stage Kalman filtering in presence of autoregressive input. - Huiping Zhuang; Junhui Li (ICARCV, 2016)

Multicomponent Signal Decomposition Using Morphological Operations. - Huiping Zhuang; Beom-Seok Oh; Dongyun Lin; Kar-Ann Toh; Zhiping Lin 001 (DSP, 2018)

A Low-Memory Learning Formulation for a Kernel-and-Range Network. - Huiping Zhuang; Zhiping Lin 001; Kar-Ann Toh (IJCNN, 2019)

Augmented EMD for complex-valued univariate signals. - Beom-Seok Oh; Huiping Zhuang; Kar-Ann Toh; Zhiping Lin 001 (IET Signal Process., 2019)

Robust Real-time Face Tracking for People Wearing Face Masks. - Xinggan Peng; Huiping Zhuang; Guang-Bin Huang; Haizhou Li 001; Zhiping Lin 001 (ICARCV, 2020)

Accumulated Decoupled Learning: Mitigating Gradient Staleness in Inter-Layer Model Parallelization. - Huiping Zhuang; Zhiping Lin 001; Kar-Ann Toh (CoRR, 2020)

Training a multilayer network with low-memory kernel-and-range projection. - Huiping Zhuang; Zhiping Lin 001; Kar-Ann Toh (J. Frankl. Inst., 2020)

Accumulated Decoupled Learning with Gradient Staleness Mitigation for Convolutional Neural Networks. - Huiping Zhuang; Zhenyu Weng; Fulin Luo; Kar-Ann Toj; Haizhou Li 001; Zhiping Lin 001 (ICML, 2021)

Training Multilayer Neural Networks Analytically Using Kernel Projection. - Huiping Zhuang; Zhiping Lin 001; Kar-Ann Toh (ISCAS, 2021)

Correlation Projection for Analytic Learning of a Classification Network. - Huiping Zhuang; Zhiping Lin 001; Kar-Ann Toh (Neural Process. Lett., 2021)

Multiple Temporal Context Embedding Networks for Unsupervised time Series Anomaly Detection. - Hanhui Li; Xinggan Peng; Huiping Zhuang; Zhiping Lin 001 (ICASSP, 2022)

Traffic Anomaly Detection in Intelligent Transport Applications with Time Series Data using Informer. - Xinggan Peng; Yuxuan Lin; Qi Cao 002; Yigang Cen; Huiping Zhuang; Zhiping Lin 001 (ITSC, 2022)

ACIL: Analytic Class-Incremental Learning with Absolute Memorization and Privacy Protection. - Huiping Zhuang; Zhenyu Weng; Hongxin Wei; Renchunzi Xie; Kar-Ann Toh; Zhiping Lin 001 (NeurIPS, 2022)

Analytic Learning of Convolutional Neural Network For Pattern Recognition. - Huiping Zhuang; Zhiping Lin 001; Yimin Yang; Kar-Ann Toh (CoRR, 2022)

ACIL: Analytic Class-Incremental Learning with Absolute Memorization and Privacy Protection. - Huiping Zhuang; Zhenyu Weng; Renchunzi Xie; Kar-Ann Toh; Zhiping Lin 001 (CoRR, 2022)

Logit Clipping for Robust Learning against Label Noise. - Hongxin Wei; Huiping Zhuang; Renchunzi Xie; Lei Feng 006; Gang Niu 001; Bo An 001; Yixuan Li 001 (CoRR, 2022)

Acceptance of Online Mapping Technology among Older Adults: Technology Acceptance Model with Facilitating Condition, Compatibility, and Self-Satisfaction. - Siu Shing Man; Yingqian Guo; Alan Hoi Shou Chan; Huiping Zhuang (ISPRS Int. J. Geo Inf., 2022)

Fully Decoupled Neural Network Learning Using Delayed Gradients. - Huiping Zhuang; Yi Wang 068; Qinglai Liu; Zhiping Lin 001 (IEEE Trans. Neural Networks Learn. Syst., 2022)

Blockwise Recursive Moore-Penrose Inverse for Network Learning. - Huiping Zhuang; Zhiping Lin 001; Kar-Ann Toh (IEEE Trans. Syst. Man Cybern. Syst., 2022)

GKEAL: Gaussian Kernel Embedded Analytic Learning for Few-Shot Class Incremental Task. - Huiping Zhuang; Zhenyu Weng; Run He; Zhiping Lin 001; Ziqian Zeng (CVPR, 2023)

Mitigating Memorization of Noisy Labels by Clipping the Model Prediction. - Hongxin Wei; Huiping Zhuang; Renchunzi Xie; Lei Feng 006; Gang Niu 001; Bo An 001; Yixuan Li 001 (ICML, 2023)

Neighborhood Learning from Noisy Labels for Cross-Modal Retrieval. - Runhao Li; Zhenyu Weng; Huiping Zhuang; Yongming Chen; Zhiping Lin 001 (ISCAS, 2023)

Constant Sequence Extension for Fast Search Using Weighted Hamming Distance. - Zhenyu Weng; Huiping Zhuang; Haizhou Li 001; Zhiping Lin 001 (CoRR, 2023)

Attention Multihop Graph and Multiscale Convolutional Fusion Network for Hyperspectral Image Classification. - Hao Zhou; Fulin Luo; Huiping Zhuang; Zhenyu Weng; Xiuwen Gong; Zhiping Lin 001 (IEEE Trans. Geosci. Remote. Sens., 2023)

Online Multi-Face Tracking With Multi-Modality Cascaded Matching. - Zhenyu Weng; Huiping Zhuang; Haizhou Li 001; Balakrishnan Ramalingam; Rajesh Elara Mohan; Zhiping Lin 001 (IEEE Trans. Circuits Syst. Video Technol., 2023)

ConsistentEE: A Consistent and Hardness-Guided Early Exiting Method for Accelerating Language Models Inference. - Ziqian Zeng; Yihuai Hong; Hongliang Dai; Huiping Zhuang; Cen Chen 002 (AAAI, 2024)

DS-AL: A Dual-Stream Analytic Learning for Exemplar-Free Class-Incremental Learning. - Huiping Zhuang; Run He; Kai Tong; Ziqian Zeng; Cen Chen 002; Zhiping Lin 001 (AAAI, 2024)

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 (LREC/COLING, 2024)

Mitigating Privacy Risk in Membership Inference by Convex-Concave Loss. - Zhenlong Liu; Lei Feng 006; Huiping Zhuang; Xiaofeng Cao; Hongxin Wei (ICML, 2024)

Complex Motion Planning for Quadruped Robots Using Large Language Models. - Xiang Zhang; Run He; Kai Tong; Shuquan Man; Jingyu Tong; Haodong Li; Huiping Zhuang (ISCAS, 2024)

MMAL: Multi-Modal Analytic Learning for Exemplar-Free Audio-Visual Class Incremental Tasks. - Xianghu Yue; Xueyi Zhang; Yiming Chen 010; Chengwei Zhang; Mingrui Lao; Huiping Zhuang; Xinyuan Qian 001; Haizhou Li 001 (ACM Multimedia, 2024)

Advancing Cross-domain Discriminability in Continual Learning of Vision-Language Models. - Yicheng Xu; Yuxin Chen; Jiahao Nie 002; Yusong Wang; Huiping Zhuang; Manabu Okumura (NeurIPS, 2024)

GACL: Exemplar-Free Generalized Analytic Continual Learning. - Huiping Zhuang; Yizhu Chen; Di Fang 004; Run He; Kai Tong; Hongxin Wei; Ziqian Zeng; Cen Chen 002 (NeurIPS, 2024)

F-OAL: Forward-only Online Analytic Learning with Fast Training and Low Memory Footprint in Class Incremental Learning. - Huiping Zhuang; Yuchen Liu 001; Run He; Kai Tong; Ziqian Zeng; Cen Chen 002; Yi Wang 068; Lap-Pui Chau (NeurIPS, 2024)

Joint-Neighborhood Product Quantization for Unsupervised Cross-Modal Retrieval. - Runhao Li; Zhenyu Weng; Yongming Chen; Huiping Zhuang; Yap-Peng Tan; Zhiping Lin 001 (VCIP, 2024)

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; Cen Chen 002 (CoRR, 2024)

REAL: Representation Enhanced Analytic Learning for Exemplar-free Class-incremental Learning. - Run He; Huiping Zhuang; Di Fang 004; Yizhu Chen; Kai Tong; Cen Chen 002 (CoRR, 2024)

G-ACIL: Analytic Learning for Exemplar-Free Generalized Class Incremental Learning. - Huiping Zhuang; Yizhu Chen; Di Fang 004; Run He; Kai Tong; Hongxin Wei; Ziqian Zeng; Cen Chen 002 (CoRR, 2024)

AOCIL: Exemplar-free Analytic Online Class Incremental Learning with Low Time and Resource Consumption. - Huiping Zhuang; Yuchen Liu 001; Run He; Kai Tong; Ziqian Zeng; Cen Chen 002; Yi Wang 068; Lap-Pui Chau (CoRR, 2024)

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 002 (CoRR, 2024)

Analytic Federated Learning. - Huiping Zhuang; Run He; Kai Tong; Di Fang 004; Han Sun; Haoran Li; Tianyi Chen; Ziqian Zeng (CoRR, 2024)

PrivacyRestore: Privacy-Preserving Inference in Large Language Models via Privacy Removal and Restoration. - Ziqian Zeng; Jianwei Wang; Zhengdong Lu; Huiping Zhuang; Cen Chen 002 (CoRR, 2024)

GenderAlign: An Alignment Dataset for Mitigating Gender Bias in Large Language Models. - Tao Zhang 019; Ziqian Zeng; Yuxiang Xiao; Huiping Zhuang; Cen Chen 002; James R. Foulds; Shimei Pan (CoRR, 2024)

Advancing Cross-domain Discriminability in Continual Learning of Vison-Language Models. - Yicheng Xu; Yuxin Chen; Jiahao Nie 002; Yusong Wang; Huiping Zhuang; Manabu Okumura (CoRR, 2024)

AIR: Analytic Imbalance Rectifier for Continual Learning. - Di Fang 004; Yinan Zhu; Runze Fang; Cen Chen 002; Ziqian Zeng; Huiping Zhuang (CoRR, 2024)

FACT: Feature Adaptive Continual-learning Tracker for Multiple Object Tracking. - Rongzihan Song; Zhenyu Weng; Huiping Zhuang; Jinchang Ren; Yongming Chen; Zhiping Lin 001 (CoRR, 2024)

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 001; Houbing Herbert Song; Huiping Zhuang (CoRR, 2024)

Analytic Continual Test-Time Adaptation for Multi-Modality Corruption. - Yufei Zhang; Yicheng Xu; Hongxin Wei; Zhiping Lin 001; Huiping Zhuang (CoRR, 2024)

Grasp What You Want: Embodied Dexterous Grasping System Driven by Your Voice. - Junliang Li; Kai Ye; Haolan Kang; Mingxuan Liang; Yuhang Wu; Zhenhua Liu; Huiping Zhuang; Rui Huang; Yongquan Chen (CoRR, 2024)

SegACIL: Solving the Stability-Plasticity Dilemma in Class-Incremental Semantic Segmentation. - Jiaxu Li; Songning Lai; Rui Li; Di Fang 004; Kejia Fan; Jianheng Tang 001; Yuhan Zhao; Rongchang Zhao; Dongzhan Zhou; Yutao Yue; Huiping Zhuang (CoRR, 2024)

Class incremental learning with analytic learning for hyperspectral image classification. - Huiping Zhuang; Yue Yan; Run He; Ziqian Zeng (J. Frankl. Inst., 2024)

Less confidence, less forgetting: Learning with a humbler teacher in exemplar-free Class-Incremental learning. - Zijian Gao; Kele Xu; Huiping Zhuang; Li Liu 036; Xinjun Mao; Bo Ding; Dawei Feng; Huaimin Wang (Neural Networks, 2024)

A three-stream fusion and self-differential attention network for multi-modal crowd counting. - Haihan Tang; Yi Wang 068; Zhiping Lin 001; Lap-Pui Chau; Huiping Zhuang (Pattern Recognit. Lett., 2024)

Few-Shot Contrastive Transfer Learning With Pretrained Model for Masked Face Verification. - Zhenyu Weng; Huiping Zhuang; Fulin Luo; Haizhou Li 001; Zhiping Lin 001 (IEEE Trans. Multim., 2024)

Explored seeds generation for weakly supervised semantic segmentation. - Terence Chow; Haojin Deng; Yimin Yang; Zhiping Lin 001; Huiping Zhuang; Shan Du (Neural Comput. Appl., 2024)

Efficient Point Cloud Video Recognition via Spatio-Temporal Pruning for MEC-Based Consumer Applications. - Cen Chen 002; Songyu Xie; Jing Liu 032; Zhongyao Cheng; Ziqian Zeng; Huiping Zhuang (IEEE Trans. Consumer Electron., 2024)

SEA: Low-Resource Safety Alignment for Multimodal Large Language Models via Synthetic Embeddings. - Weikai Lu; Hao Peng; Huiping Zhuang; Cen Chen 002; Ziqian Zeng (ACL (1), 2025)

AnalyticKWS: Towards Exemplar-Free Analytic Class Incremental Learning for Small-footprint Keyword Spotting. - Yang Xiao; Tianyi Peng; Rohan Kumar Das; Yuchen Hu; Huiping Zhuang (ACL (Findings), 2025)

PrivacyRestore: Privacy-Preserving Inference in Large Language Models via Privacy Removal and Restoration. - Ziqian Zeng; Jianwei Wang; Junyao Yang; Zhengdong Lu; Haoran Li; Huiping Zhuang; Cen Chen 002 (ACL (1), 2025)

GenderAlign: An Alignment Dataset for Mitigating Gender Bias in Large Language Models. - Tao Zhang 019; Ziqian Zeng; YuxiangXiao YuxiangXiao; Huiping Zhuang; Cen Chen 002; James R. Foulds; Shimei Pan (ACL (1), 2025)

AFL: A Single-Round Analytic Approach for Federated Learning with Pre-trained Models. - Run He; Kai Tong; Di Fang 004; Han Sun; Ziqian Zeng; Haoran Li; Tianyi Chen; Huiping Zhuang (CVPR, 2025)

ReFu: Recursive Fusion for Exemplar-Free 3D Class-Incremental Learning. - Yi Yang; Lei Zhong; Huiping Zhuang (WACV, 2025)

An analytic formulation of convolutional neural network learning for pattern recognition. - Huiping Zhuang; Zhiping Lin 001; Yimin Yang 001; Kar-Ann Toh (Inf. Sci., 2025)

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 (J. Parallel Distributed Comput., 2025)

CrossACL: Analytic Continual Learning via Feature Cross for Hyperspectral Image Classification. - Yue Yan; Jianan Ji; Yuxuan Cheng; Ye Liu; Peiting Xiong; Huiping Zhuang (IEEE Geosci. Remote. Sens. Lett., 2025)

Online weighted hashing for cross-modal retrieval. - Zining Jiang; Zhenyu Weng; Runhao Li; Huiping Zhuang; Zhiping Lin 001 (Pattern Recognit., 2025)

Subkv: Quantizing Long Context KV Cache for Sub-Billion Parameter Language Models on Edge Devices. - Ziqian Zeng; Tao Zhang 019; Zhengdong Lu; Wenjun Li; Huiping Zhuang; Hongen Shao; Sin G. Teo; Xiaofeng Zou (Softw. Pract. Exp., 2025)

Analytic Class Incremental Learning for Sound Source Localization With Privacy Protection. - Xinyuan Qian 001; Xianghu Yue; Jiadong Wang; Huiping Zhuang; Haizhou Li 001 (IEEE Signal Process. Lett., 2025)

PAL: Prompting Analytic Learning with Missing Modality for Multi-Modal Class-Incremental Learning. - Xianghu Yue; Yiming Chen 010; Xueyi Zhang; Xiaoxue Gao; Mengling Feng; Mingrui Lao; Huiping Zhuang; Haizhou Li 001 (CoRR, 2025)

X-SG2S: Safe and Generalizable Gaussian Splatting with X-dimensional Watermarks. - Zihang Cheng; Huiping Zhuang; Chun Li; Xin Meng; Ming Li 011; Fei Richard Yu (CoRR, 2025)

RewardDS: Privacy-Preserving Fine-Tuning for Large Language Models via Reward Driven Data Synthesis. - Jianwei Wang; Junyao Yang; Haoran Li; Huiping Zhuang; Cen Chen 002; Ziqian Zeng (CoRR, 2025)

Online Analytic Exemplar-Free Continual Learning With Large Models for Imbalanced Autonomous Driving Task. - Huiping Zhuang; Di Fang 004; Kai Tong; Yuchen Liu 001; Ziqian Zeng; Xu Zhou 001; Cen Chen 002 (IEEE Trans. Veh. Technol., 2025)

Semantic Shift Estimation via Dual-Projection and Classifier Reconstruction for Exemplar-Free Class-Incremental Learning. - Run He; Di Fang 004; Yicheng Xu; Yawen Cui; Ming Li 011; Cen Chen 002; Ziqian Zeng; Huiping Zhuang (CoRR, 2025)

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 (CoRR, 2025)

ACU: Analytic Continual Unlearning for Efficient and Exact Forgetting with Privacy Preservation. - Jianheng Tang 001; Huiping Zhuang; Di Fang 004; Jiaxu Li; Feijiang Han; Yajiang Huang; Kejia Fan; Leye Wang; Zhanxing Zhu; Shanghang Zhang; Houbing Herbert Song; Yunhuai Liu (CoRR, 2025)

AFCL: Analytic Federated Continual Learning for Spatio-Temporal Invariance of Non-IID Data. - Jianheng Tang 001; Huiping Zhuang; Jingyu He; Run He; Jingchao Wang; Kejia Fan; Anfeng Liu; Tian Wang 001; Leye Wang; Zhanxing Zhu; Shanghang Zhang; Houbing Herbert Song; et al. (CoRR, 2025)

WINA: Weight Informed Neuron Activation for Accelerating Large Language Model Inference. - Sihan Chen; Dan Zhao; Jongwoo Ko; Colby R. Banbury; Huiping Zhuang; Luming Liang; Tianyi Chen (CoRR, 2025)

L3A: Label-Augmented Analytic Adaptation for Multi-Label Class Incremental Learning. - Xiang Zhang; Run He; Jiao Chen; Di Fang 004; Ming Li 011; Ziqian Zeng; Cen Chen 002; Huiping Zhuang (CoRR, 2025)

Decompose, Plan in Parallel, and Merge: A Novel Paradigm for Large Language Models based Planning with Multiple Constraints. - Zhengdong Lu; Weikai Lu; Yiling Tao; Yun Dai; Zixuan Chen; Huiping Zhuang; Cen Chen 002; Hao Peng; Ziqian Zeng (CoRR, 2025)

Analytic Task Scheduler: Recursive Least Squares Based Method for Continual Learning in Embodied Foundation Models. - Lipei Xie; Yingxin Li; Huiping Zhuang (CoRR, 2025)

AntiGrounding: Lifting Robotic Actions into VLM Representation Space for Decision Making. - Wenbo Li; Shiyi Wang; Yiteng Chen; Huiping Zhuang; Qingyao Wu (CoRR, 2025)

T-Rex: Task-Adaptive Spatial Representation Extraction for Robotic Manipulation with Vision-Language Models. - Yiteng Chen; Wenbo Li; Shiyi Wang; Huiping Zhuang; Qingyao Wu (CoRR, 2025)

FrankenBot: Brain-Morphic Modular Orchestration for Robotic Manipulation with Vision-Language Models. - Shiyi Wang; Wenbo Li; Yiteng Chen; Qingyao Wu; Huiping Zhuang (CoRR, 2025)

Benchmarking Generalizable Bimanual Manipulation: RoboTwin Dual-Arm Collaboration Challenge at CVPR 2025 MEIS Workshop. - Tianxing Chen; Kaixuan Wang; Zhaohui Yang; Yuhao Zhang; Zanxin Chen; Baijun Chen; Wanxi Dong; Ziyuan Liu; Dong Chen 003; Tianshuo Yang; Haibao Yu; Xiaokang Yang 001; et al. (CoRR, 2025)

CALM: A Ubiquitous Crowdsourced Analytic Learning Mechanism for Continual Service Construction with Data Privacy Preservation. - Kejia Fan; Yajiang Huang; Jingyu He; Feijiang Han; Jianheng Tang 001; Huiping Zhuang; Anfeng Liu; Tian Wang 001; Mianxiong Dong; Houbing Herbert Song; Yunhuai Liu (Proc. ACM Interact. Mob. Wearable Ubiquitous Technol., 2025)

Zero-shot event argument extraction by disentangling trigger from argument and role. - Zhengdong Lu; Ziqian Zeng; Jianwei Wang; Hanlin Wang; Weikai Lu; Huiping Zhuang (Int. J. Mach. Learn. Cybern., 2025)

RCP-Merging: Merging Long Chain-of-Thought Models with Domain-Specific Models by Considering Reasoning Capability as Prior. - Junyao Yang; Jianwei Wang; Huiping Zhuang; Cen Chen 002; Ziqian Zeng (CoRR, 2025)

FedHiP: Heterogeneity-Invariant Personalized Federated Learning Through Closed-Form Solutions. - Jianheng Tang 001; Zhirui Yang; Jingchao Wang; Kejia Fan; Jinfeng Xu; Huiping Zhuang; Anfeng Liu; Houbing Herbert Song; Leye Wang; Yunhuai Liu (CoRR, 2025)

APFL: Analytic Personalized Federated Learning via Dual-Stream Least Squares. - Kejia Fan; Jianheng Tang 001; Zhirui Yang; Feijiang Han; Jiaxu Li; Run He; Yajiang Huang; Anfeng Liu; Houbing Herbert Song; Yunhuai Liu; Huiping Zhuang (CoRR, 2025)