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2020 – today
- 2026
[j17]Li Wang, Lei Zhang
, Dongzhou Cheng, Minghui Yao, Hao Wu, Aiguo Song:
Diffusion-facilitated knowledge distillation in human activity recognition. Neurocomputing 669: 132517 (2026)- [j16]Li Wang, Can Bu, Minghui Yao, Di Xiong, Shuoyuan Wang, Dongzhou Cheng, Lei Zhang, Hao Wu, Aiguo Song:
Deep convolutional state space model as human activity recognizer. Inf. Fusion 128: 103982 (2026) - [c2]Zenan Fu, Dongzhou Cheng, Lei Zhang, Wenbo Huang, Zhenghao Chen, Hao Wu:
DeepSenseMoE: Harnessing Power of Time Series Foundation Models for Few-Shot Human Activity Recognition. AAAI 2026: 292-299 - [i4]Yixiao Zhou, Yang Li, Dongzhou Cheng, Hehe Fan, Yu Cheng:
Look Inward to Explore Outward: Learning Temperature Policy from LLM Internal States via Hierarchical RL. CoRR abs/2602.13035 (2026) - 2025
- [j15]Xin Liu, Lei Zhang, Wenbo Huang, Dongzhou Cheng, Hao Wu, Aiguo Song:
Fixing deep early exit ensembles for sensor-based human activity recognition through uncertainty quantification. Appl. Soft Comput. 184: 113861 (2025) - [j14]Jianglai Yu, Lei Zhang, Dongzhou Cheng, Can Bu, Liangdong Liu, Hao Wu, Aiguo Song:
Ensemble early exit network on human activity recognition using wearable sensors. Comput. Networks 269: 111409 (2025) - [j13]Di Xiong, Lei Zhang, Shuoyuan Wang, Dongzhou Cheng, Wenbo Huang:
Deconfounding Causal Inference through Two-branch Framework with Early-forking for Sensor-based Cross-domain Activity Recognition. Proc. ACM Interact. Mob. Wearable Ubiquitous Technol. 9(2): 56:1-56:30 (2025) - [j12]Minghui Yao, Dongzhou Cheng, Lei Zhang, Li Wang, Hao Wu, Aiguo Song:
Long kernel distillation in human activity recognition. Knowl. Based Syst. 316: 113397 (2025) - [j11]Minghui Yao, Lei Zhang, Dongzhou Cheng, Hao Wu, Aiguo Song:
WaveHAR: Learning Wavelet Representation for Wearable Human Activity Recognition. IEEE Trans. Instrum. Meas. 74: 1-14 (2025) - [j10]Zenan Fu, Lei Zhang, Wenbo Huang, Dongzhou Cheng, Hao Wu, Aiguo Song:
Learning Sensor Sample-Reweighting for Dynamic Early-Exit Activity Recognition Via Meta Learning. IEEE J. Biomed. Health Informatics 29(6): 4081-4094 (2025) - [c1]Yixiao Zhou, Ziyu Zhao, Dongzhou Cheng, Zhiliang Wu, Jie Gui, Yi Yang, Fei Wu, Yu Cheng, Hehe Fan:
Dropping Experts, Recombining Neurons: Retraining-Free Pruning for Sparse Mixture-of-Experts LLMs. EMNLP (Findings) 2025: 15169-15186 - [i3]Di Xiong, Lei Zhang, Shuoyuan Wang, Dongzhou Cheng, Wenbo Huang:
Deconfounding Causal Inference through Two-Branch Framework with Early-Forking for Sensor-Based Cross-Domain Activity Recognition. CoRR abs/2507.03898 (2025) - [i2]Yixiao Zhou, Ziyu Zhao, Dongzhou Cheng, Zhiliang Wu, Jie Gui, Yi Yang, Fei Wu, Yu Cheng, Hehe Fan:
Dropping Experts, Recombining Neurons: Retraining-Free Pruning for Sparse Mixture-of-Experts LLMs. CoRR abs/2509.10377 (2025) - [i1]Jinghao Zhang, Naishan Zheng, Ruilin Li, Dongzhou Cheng, Zheming Liang, Feng Zhao, Jiaqi Wang:
RLFR: Extending Reinforcement Learning for LLMs with Flow Environment. CoRR abs/2510.10201 (2025) - 2024
- [j9]Minghui Yao, Dongzhou Cheng, Lei Zhang, Liangdong Liu, Shuangteng Song, Hao Wu, Aiguo Song:
A sparse diverse-branch large kernel convolutional neural network for human activity recognition using wearables. Appl. Soft Comput. 167: 112444 (2024) - [j8]Nanfu Ye, Lei Zhang, Dongzhou Cheng, Can Bu, Songming Sun, Hao Wu, Aiguo Song:
Dynamic instance-aware layer-bit-select network on human activity recognition using wearable sensors. Eng. Appl. Artif. Intell. 137: 109260 (2024) - [j7]Junjie Liang, Lei Zhang, Can Bu, Dongzhou Cheng, Hao Wu, Aiguo Song:
An automatic network structure search via channel pruning for accelerating human activity inference on mobile devices. Expert Syst. Appl. 238(Part E): 122180 (2024) - [j6]Lutong Qin, Lei Zhang, Chengrun Li, Chaoda Song, Dongzhou Cheng, Shuoyuan Wang, Hao Wu, Aiguo Song:
Towards Better Accuracy-Efficiency Trade-Offs: Dynamic Activity Inference via Collaborative Learning From Various Width-Resolution Configurations. IEEE Trans. Artif. Intell. 5(12): 6723-6738 (2024) - [j5]Can Bu, Lei Zhang, Hengtao Cui, Dongzhou Cheng, Hao Wu, Aiguo Song:
Learn From Others and Be Yourself in Federated Human Activity Recognition via Attention-Based Pairwise Collaborations. IEEE Trans. Instrum. Meas. 73: 1-15 (2024) - [j4]Xing Wang, Lei Zhang, Dongzhou Cheng, Yin Tang, Shuoyuan Wang, Hao Wu, Aiguo Song:
A General Multistage Deep Learning Framework for Sensor-Based Human Activity Recognition Under Bounded Computational Budget. IEEE Trans. Instrum. Meas. 73: 1-15 (2024) - [j3]Dongzhou Cheng, Lei Zhang, Lutong Qin, Shuoyuan Wang, Hao Wu, Aiguo Song:
MaskCAE: Masked Convolutional AutoEncoder via Sensor Data Reconstruction for Self-Supervised Human Activity Recognition. IEEE J. Biomed. Health Informatics 28(5): 2687-2698 (2024) - 2023
- [j2]Dongzhou Cheng, Lei Zhang, Can Bu, Hao Wu, Aiguo Song:
Learning hierarchical time series data augmentation invariances via contrastive supervision for human activity recognition. Knowl. Based Syst. 276: 110789 (2023) - [j1]Dongzhou Cheng, Lei Zhang, Can Bu, Xing Wang, Hao Wu, Aiguo Song:
ProtoHAR: Prototype Guided Personalized Federated Learning for Human Activity Recognition. IEEE J. Biomed. Health Informatics 27(8): 3900-3911 (2023)
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