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ORCIDHuiping Zhuang
- > Home > Persons > Huiping Zhuang
Publications
- 2026
[j30]Ziqian Zeng, Zelin Chen, Huiping Zhuang:
A training-inference consistent framework for early exiting in language models with parallel decoding. Int. J. Mach. Learn. Cybern. 17(3): 121 (2026)- [c42]Junyao Yang, Jianwei Wang, Huiping Zhuang, Cen Chen, Ziqian Zeng:
RCP-Merging: Merging Long Chain-of-Thought Models with Domain-Specific Models by Considering Reasoning Capability as Prior. AAAI 2026: 34259-34267 - [c40]Tao Zhang, Ziqian Zeng, Hao Peng, Huiping Zhuang, Cen Chen:
MixKVQ: Query-Aware Mixed-Precision KV Cache Quantization for Long-Context Reasoning. ACL (1) 2026: 7189-7204 - [i52]Jianwei Wang, Guoyang Shen, Yanhong Wu, Haoran Li, Hao Peng, Huiping Zhuang, Cen Chen, Ziqian Zeng:
FreoStream:Enhancing Stream Guardrails via Future-Aware Reasoning and Safety-Aligned Optimization. CoRR abs/2606.13737 (2026) - 2025
- [j27]Ziqian Zeng, Jiahong Yu, Qianshi Pang, Zihao Wang, Huiping Zhuang, Fan Yu, Hongen Shao, Xiaofeng Zou:
ResDecode: Accelerating Large Language Models Inference via Residual Decoding Heads. Big Data Min. Anal. 8(4): 779-793 (2025) - [j23]Xiangfeng Sun, Yuanting Zhang, Qinyu Wang, Xiaofeng Zou, Yujia Liu, Ziqian Zeng
, Huiping Zhuang:
DRViT: A dynamic redundancy-aware vision transformer accelerator via algorithm and architecture co-design on FPGA. J. Parallel Distributed Comput. 199: 105042 (2025) - [j19]Zhengdong Lu, Ziqian Zeng, Jianwei Wang, Hanlin Wang, Weikai Lu, Huiping Zhuang:
Zero-shot event argument extraction by disentangling trigger from argument and role. Int. J. Mach. Learn. Cybern. 16(5-6): 3233-3251 (2025) - [j17]Ziqian Zeng, Tao Zhang, Zhengdong Lu, Wenjun Li, Huiping Zhuang, Hongen Shao, Sin G. Teo, Xiaofeng Zou:
Subkv: Quantizing Long Context KV Cache for Sub-Billion Parameter Language Models on Edge Devices. Softw. Pract. Exp. 55(8): 1287-1304 (2025) - [j15]Huiping Zhuang, Di Fang, Kai Tong, Yuchen Liu, Ziqian Zeng, Xu Zhou, Cen Chen:
Online Analytic Exemplar-Free Continual Learning With Large Models for Imbalanced Autonomous Driving Task. IEEE Trans. Veh. Technol. 74(2): 1949-1958 (2025) - [c38]Ziqian Zeng, Jianwei Wang, Junyao Yang, Zhengdong Lu, Haoran Li, Huiping Zhuang, Cen Chen:
PrivacyRestore: Privacy-Preserving Inference in Large Language Models via Privacy Removal and Restoration. ACL (1) 2025: 10821-10855 - [c37]Tao Zhang, Ziqian Zeng, YuxiangXiao YuxiangXiao, Huiping Zhuang, Cen Chen, James R. Foulds, Shimei Pan:
GenderAlign: An Alignment Dataset for Mitigating Gender Bias in Large Language Models. ACL (1) 2025: 11293-11311 - [c35]Weikai Lu, Hao Peng, Huiping Zhuang, Cen Chen, Ziqian Zeng:
SEA: Low-Resource Safety Alignment for Multimodal Large Language Models via Synthetic Embeddings. ACL (1) 2025: 24894-24913 - [c34]Run He, Kai Tong, Di Fang, Han Sun, Ziqian Zeng, Haoran Li, Tianyi Chen, Huiping Zhuang:
AFL: A Single-Round Analytic Approach for Federated Learning with Pre-trained Models. CVPR 2025: 4988-4998 - [c32]Jianwei Wang, Chengming Shi, Junyao Yang, Haoran Li, Qianli Ma, Huiping Zhuang, Cen Chen, Ziqian Zeng:
RewardDS: Privacy-Preserving Fine-Tuning for Large Language Models via Reward Driven Data Synthesis. EMNLP 2025: 4479-4500 - [c30]Run He, Di Fang, Yicheng Xu, Yawen Cui, Ming Li, Cen Chen, Ziqian Zeng, Huiping Zhuang:
Semantic Shift Estimation via Dual-Projection and Classifier Reconstruction for Exemplar-Free Class-Incremental Learning. ICML 2025 - [c28]Xiang Zhang, Run He, Chen Jiao, Di Fang, Ming Li, Ziqian Zeng, Cen Chen, Huiping Zhuang:
L3A: Label-Augmented Analytic Adaptation for Multi-Label Class Incremental Learning. ICML 2025 - [i49]Weikai Lu, Hao Peng, Huiping Zhuang, Cen Chen, Ziqian Zeng:
SEA: Low-Resource Safety Alignment for Multimodal Large Language Models via Synthetic Embeddings. CoRR abs/2502.12562 (2025) - [i48]Jianwei Wang, Junyao Yang, Haoran Li, Huiping Zhuang, Cen Chen, Ziqian Zeng:
RewardDS: Privacy-Preserving Fine-Tuning for Large Language Models via Reward Driven Data Synthesis. CoRR abs/2502.18517 (2025) - [i47]Run He, Di Fang, Yicheng Xu, Yawen Cui, Ming Li, Cen Chen, Ziqian Zeng, Huiping Zhuang:
Semantic Shift Estimation via Dual-Projection and Classifier Reconstruction for Exemplar-Free Class-Incremental Learning. CoRR abs/2503.05423 (2025) - [i41]Xiang Zhang, Run He, Jiao Chen, Di Fang, Ming Li, Ziqian Zeng, Cen Chen, Huiping Zhuang:
L3A: Label-Augmented Analytic Adaptation for Multi-Label Class Incremental Learning. CoRR abs/2506.00816 (2025) - [i40]Zhengdong Lu, Weikai Lu, Yiling Tao, Yun Dai, Zixuan Chen, Huiping Zhuang, Cen Chen, Hao Peng, Ziqian Zeng:
Decompose, Plan in Parallel, and Merge: A Novel Paradigm for Large Language Models based Planning with Multiple Constraints. CoRR abs/2506.02683 (2025) - [i35]Junyao Yang, Jianwei Wang, Huiping Zhuang, Cen Chen, Ziqian Zeng:
RCP-Merging: Merging Long Chain-of-Thought Models with Domain-Specific Models by Considering Reasoning Capability as Prior. CoRR abs/2508.03140 (2025) - [i29]Weikai Lu, Ziqian Zeng, Kehua Zhang, Haoran Li, Huiping Zhuang, Ruidong Wang, Cen Chen, Hao Peng:
ARGUS: Defending Against Multimodal Indirect Prompt Injection via Steering Instruction-Following Behavior. CoRR abs/2512.05745 (2025) - [i28]Tao Zhang, Ziqian Zeng, Hao Peng, Huiping Zhuang, Cen Chen:
MixKVQ: Query-Aware Mixed-Precision KV Cache Quantization for Long-Context Reasoning. CoRR abs/2512.19206 (2025) - 2024
- [j14]Huiping Zhuang, Yue Yan, Run He, Ziqian Zeng:
Class incremental learning with analytic learning for hyperspectral image classification. J. Frankl. Inst. 361(18): 107285 (2024) - [j10]Cen Chen, Songyu Xie, Jing Liu, Zhongyao Cheng, Ziqian Zeng, Huiping Zhuang:
Efficient Point Cloud Video Recognition via Spatio-Temporal Pruning for MEC-Based Consumer Applications. IEEE Trans. Consumer Electron. 70(1): 4108-4119 (2024) - [c22]Huiping Zhuang, Run He, Kai Tong, Ziqian Zeng, Cen Chen, Zhiping Lin:
DS-AL: A Dual-Stream Analytic Learning for Exemplar-Free Class-Incremental Learning. AAAI 2024: 17237-17244 - [c21]Ziqian Zeng, Yihuai Hong, Hongliang Dai, Huiping Zhuang, Cen Chen:
ConsistentEE: A Consistent and Hardness-Guided Early Exiting Method for Accelerating Language Models Inference. AAAI 2024: 19506-19514 - [c20]Ziqian Zeng, Runyu Wu, Yuxiang Xiao, Xiaoda Zhong, Hanlin Wang, Zhengdong Lu, Huiping Zhuang:
Zero-shot Event Detection Using a Textual Entailment Model as an Enhanced Annotator. LREC/COLING 2024: 17851-17857 - [c15]Huiping Zhuang, Yizhu Chen, Di Fang, Run He, Kai Tong, Hongxin Wei, Ziqian Zeng, Cen Chen:
GACL: Exemplar-Free Generalized Analytic Continual Learning. NeurIPS 2024 - [c14]Huiping Zhuang, Yuchen Liu, Run He, Kai Tong, Ziqian Zeng, Cen Chen, Yi Wang, Lap-Pui Chau:
F-OAL: Forward-only Online Analytic Learning with Fast Training and Low Memory Footprint in Class Incremental Learning. NeurIPS 2024 - [i26]Ziqian Zeng, Jiahong Yu, Qianshi Pang, Zihao Wang, Huiping Zhuang, Cen Chen:
Chimera: A Lossless Decoding Method for Accelerating Large Language Models Inference by Fusing all Tokens. CoRR abs/2402.15758 (2024) - [i24]Huiping Zhuang, Yizhu Chen, Di Fang, Run He, Kai Tong, Hongxin Wei, Ziqian Zeng, Cen Chen:
G-ACIL: Analytic Learning for Exemplar-Free Generalized Class Incremental Learning. CoRR abs/2403.15706 (2024) - [i23]Huiping Zhuang, Yuchen Liu, Run He, Kai Tong, Ziqian Zeng, Cen Chen, Yi Wang, Lap-Pui Chau:
AOCIL: Exemplar-free Analytic Online Class Incremental Learning with Low Time and Resource Consumption. CoRR abs/2403.15751 (2024) - [i22]Huiping Zhuang, Run He, Kai Tong, Ziqian Zeng, Cen Chen, Zhiping Lin:
DS-AL: A Dual-Stream Analytic Learning for Exemplar-Free Class-Incremental Learning. CoRR abs/2403.17503 (2024) - [i21]Weikai Lu, Ziqian Zeng, Jianwei Wang, Zhengdong Lu, Zelin Chen, Huiping Zhuang, Cen Chen:
Eraser: Jailbreaking Defense in Large Language Models via Unlearning Harmful Knowledge. CoRR abs/2404.05880 (2024) - [i20]Huiping Zhuang, Run He, Kai Tong, Di Fang, Han Sun, Haoran Li, Tianyi Chen, Ziqian Zeng:
Analytic Federated Learning. CoRR abs/2405.16240 (2024) - [i19]Huiping Zhuang, Di Fang, Kai Tong, Yuchen Liu, Ziqian Zeng, Xu Zhou, Cen Chen:
Online Analytic Exemplar-Free Continual Learning with Large Models for Imbalanced Autonomous Driving Task. CoRR abs/2405.17779 (2024) - [i18]Ziqian Zeng, Jianwei Wang, Zhengdong Lu, Huiping Zhuang, Cen Chen:
PrivacyRestore: Privacy-Preserving Inference in Large Language Models via Privacy Removal and Restoration. CoRR abs/2406.01394 (2024) - [i17]Tao Zhang, Ziqian Zeng, Yuxiang Xiao, Huiping Zhuang, Cen Chen, James R. Foulds, Shimei Pan:
GenderAlign: An Alignment Dataset for Mitigating Gender Bias in Large Language Models. CoRR abs/2406.13925 (2024) - [i15]Di Fang, Yinan Zhu, Runze Fang, Cen Chen, Ziqian Zeng, Huiping Zhuang:
AIR: Analytic Imbalance Rectifier for Continual Learning. CoRR abs/2408.10349 (2024) - 2023
- [c12]Huiping Zhuang, Zhenyu Weng, Run He, Zhiping Lin, Ziqian Zeng:
GKEAL: Gaussian Kernel Embedded Analytic Learning for Few-Shot Class Incremental Task. CVPR 2023: 7746-7755 - [i6]Ziqian Zeng, Yihuai Hong, Hongliang Dai, Huiping Zhuang, Cen Chen:
ConsistentEE: A Consistent and Hardness-Guided Early Exiting Method for Accelerating Language Models Inference. CoRR abs/2312.11882 (2023)
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