Yongheng Deng

Publication Activity (10 Years)

Years Active: 2018-2024
Publications (10 Years): 20

Top Topics

Knowledge Transfer

Data Distribution

Hierarchical Organization

Positive Training Examples

Top Venues

IEEE Trans. Parallel Distributed Syst.

Publications

Sheng Yue, Zerui Qin, Xingyuan Hua, Yongheng Deng, Ju Ren
Federated Offline Policy Optimization with Dual Regularization. CoRR (2024)
Yongheng Deng, Feng Lyu, Tengxi Xia, Yuezhi Zhou, Yaoxue Zhang, Ju Ren, Yuanyuan Yang
A Communication-Efficient Hierarchical Federated Learning Framework via Shaping Data Distribution at Edge. IEEE/ACM Trans. Netw. 32 (3) (2024)
Sheng Yue, Zerui Qin, Xingyuan Hua, Yongheng Deng, Ju Ren
Federated Offline Policy Optimization with Dual Regularization. INFOCOM (2024)
Yongheng Deng, Guanbo Wang, Sheng Yue, Wei Rao, Qin Zu, Wenjie Wang, Shuai Chen, Ju Ren, Yaoxue Zhang
RelayRec: Empowering Privacy-Preserving CTR Prediction via Cloud-Device Relay Learning. IPSN (2024)
Yongheng Deng, Ju Ren, Cheng Tang, Feng Lyu, Yang Liu, Yaoxue Zhang
A Hierarchical Knowledge Transfer Framework for Heterogeneous Federated Learning. INFOCOM (2023)
Tong Liu, Feng Lyu, Jun Ma, Yongheng Deng, Jiayin Chen, Qilong Tan, Yaoxue Zhang
LEARN: Selecting Samples Without Training Verification for Communication-Efficient Vertical Federated Learning. GLOBECOM (2023)
Yongheng Deng, Ziqing Qiao, Ju Ren, Yang Liu, Yaoxue Zhang
Mutual Enhancement of Large and Small Language Models with Cross-Silo Knowledge Transfer. CoRR (2023)
Yongheng Deng, Sheng Yue, Tuowei Wang, Guanbo Wang, Ju Ren, Yaoxue Zhang
FedINC: An Exemplar-Free Continual Federated Learning Framework with Small Labeled Data. SenSys (2023)
Feng Lyu, Cheng Tang, Yongheng Deng, Tong Liu, Yongmin Zhang, Yaoxue Zhang
A Prototype-Based Knowledge Distillation Framework for Heterogeneous Federated Learning. ICDCS (2023)
Yongheng Deng, Feng Lyu, Ju Ren, Huaqing Wu, Yuezhi Zhou, Yaoxue Zhang, Xuemin Shen
AUCTION: Automated and Quality-Aware Client Selection Framework for Efficient Federated Learning. IEEE Trans. Parallel Distributed Syst. 33 (8) (2022)
Yongheng Deng, Weining Chen, Ju Ren, Feng Lyu, Yang Liu, Yunxin Liu, Yaoxue Zhang
TailorFL: Dual-Personalized Federated Learning under System and Data Heterogeneity. SenSys (2022)
Tengxi Xia, Yongheng Deng, Sheng Yue, Junyi He, Ju Ren, Yaoxue Zhang
HSFL: An Efficient Split Federated Learning Framework via Hierarchical Organization. CNSM (2022)
Yongheng Deng, Shuang Gu, Chengbo Jiao, Xing Bao, Feng Lyu
Making resource adaptive to federated learning with COTS mobile devices. Peer-to-Peer Netw. Appl. 15 (2) (2022)
Yongheng Deng, Feng Lyu, Ju Ren, Yi-Chao Chen, Peng Yang, Yuezhi Zhou, Yaoxue Zhang
Improving Federated Learning With Quality-Aware User Incentive and Auto-Weighted Model Aggregation. IEEE Trans. Parallel Distributed Syst. 33 (10) (2022)
Sumit Agarwal, Swee Hoon Ang, Yongheng Deng, Yonglin Wang
Mortgage Brokers and the Effectiveness of Regulatory Oversights. Manag. Sci. 67 (8) (2021)
Yongheng Deng, Feng Lyu, Ju Ren, Yi-Chao Chen, Peng Yang, Yuezhi Zhou, Yaoxue Zhang
FAIR: Quality-Aware Federated Learning with Precise User Incentive and Model Aggregation. INFOCOM (2021)
Yongheng Deng, Feng Lyu, Ju Ren, Yongmin Zhang, Yuezhi Zhou, Yaoxue Zhang, Yuanyuan Yang
SHARE: Shaping Data Distribution at Edge for Communication-Efficient Hierarchical Federated Learning. ICDCS (2021)
Jiangzhou Deng, Yong Wang, Junpeng Guo, Yongheng Deng, Jerry Gao, Younghee Park
A similarity measure based on Kullback-Leibler divergence for collaborative filtering in sparse data. J. Inf. Sci. 45 (5) (2019)
Chao Wu, Yaoxue Zhang, Yongheng Deng
Toward Fast and Distributed Computation Migration System for Edge Computing in IoT. IEEE Internet Things J. 6 (6) (2019)
Yongheng Deng, Qing Xie, Yong Wang
Research on investor sentiment and stock market prediction based on Weibo text. SPAC (2018)