Exploring Clustering of Bandits for Online Recommendation System. - Liu Yang 008; Bo Liu 015; Leyu Lin; Feng Xia 006; Kai Chen 005; Qiang Yang 001 (RecSys, 2020)

Divide-and-Shuffle Synchronization for Distributed Machine Learning. - Weiyan Wang; Cengguang Zhang; Liu Yang 008; Jiacheng Xia; Kai Chen 005; Kun Tan (CoRR, 2020)

Federated Recommendation Systems. - Liu Yang 008; Ben Tan; Vincent W. Zheng; Kai Chen 005; Qiang Yang 001 (Federated Learning, 2020)

Practical and Secure Federated Recommendation with Personalized Masks. - Liu Yang 008; Ben Tan; Bo Liu 015; Vincent W. Zheng; Kai Chen 005; Qiang Yang 001 (CoRR, 2021)

Secure Forward Aggregation for Vertical Federated Neural Networks. - Shuowei Cai; Di Chai; Liu Yang 008; Junxue Zhang 001; Yilun Jin; Leye Wang; Kun Guo 003; Kai Chen 005 (FL@IJCAI, 2022)

Practical and Secure Federated Recommendation with Personalized Mask. - Liu Yang 008; Junxue Zhang 001; Di Chai; Leye Wang; Kun Guo 003; Kai Chen 005; Qiang Yang 001 (FL@IJCAI, 2022)

Addressing Network Bottlenecks with Divide-and-Shuffle Synchronization for Distributed DNN Training. - Weiyan Wang; Cengguang Zhang; Liu Yang 008; Kai Chen 005; Kun Tan (INFOCOM, 2022)

Practical Lossless Federated Singular Vector Decomposition over Billion-Scale Data. - Di Chai; Leye Wang; Junxue Zhang 001; Liu Yang 008; Shuowei Cai; Kai Chen 005; Qiang Yang 001 (KDD, 2022)

Improving Availability of Vertical Federated Learning: Relaxing Inference on Non-overlapping Data. - Zhenghang Ren; Liu Yang 008; Kai Chen 005 (ACM Trans. Intell. Syst. Technol., 2022)

Globally Consistent Federated Graph Autoencoder for Non-IID Graphs. - Kun Guo 003; Yutong Fang; Qingqing Huang; Yuting Liang; Ziyao Zhang; Wenyu He; Liu Yang 008; Kai Chen 005; Ximeng Liu; Wenzhong Guo (IJCAI, 2023)

FLASH: Towards a High-performance Hardware Acceleration Architecture for Cross-silo Federated Learning. - Junxue Zhang 001; Xiaodian Cheng; Wei Wang; Liu Yang 008; Jinbin Hu; Kai Chen 005 (NSDI, 2023)

A Survey on Vertical Federated Learning: From a Layered Perspective. - Liu Yang 008; Di Chai; Junxue Zhang 001; Yilun Jin; Leye Wang; Hao Liu 026; Han Tian; Qian Xu; Kai Chen 005 (CoRR, 2023)

VERTICES: Efficient Two-Party Vertical Federated Linear Model with TTP-aided Secret Sharing. - Mingxuan Fan; Yilun Jin; Liu Yang 008; Zhenghang Ren; Kai Chen 005 (CoRR, 2023)

Efficient Decentralized Federated Singular Vector Decomposition. - Di Chai; Junxue Zhang 001; Liu Yang 008; Yilun Jin; Leye Wang; Kai Chen 005; Qiang Yang 001 (USENIX ATC, 2024)

PackVFL: Efficient HE Packing for Vertical Federated Learning. - Liu Yang 008; Shuowei Cai; Di Chai; Junxue Zhang 001; Han Tian; Yilun Jin; Kun Guo 003; Kai Chen 005; Qiang Yang 001 (CoRR, 2024)

High-Performance Hardware Acceleration Architecture for Cross-Silo Federated Learning. - Junxue Zhang 001; Xiaodian Cheng; Liu Yang 008; Jinbin Hu; Han Tian; Kai Chen 005 (IEEE Trans. Parallel Distributed Syst., 2024)

A Survey for Federated Learning Evaluations: Goals and Measures. - Di Chai; Leye Wang; Liu Yang 008; Junxue Zhang 001; Kai Chen 005; Qiang Yang 001 (IEEE Trans. Knowl. Data Eng., 2024)

SoK: Fully Homomorphic Encryption Accelerators. - Junxue Zhang 001; Xiaodian Cheng; Liu Yang 008; Jinbin Hu; Ximeng Liu; Kai Chen 005 (ACM Comput. Surv., 2024)

Federated Meta Embedding Concept Stock Recommendation. - Zhuoyi Peng; Yi Yang 042; Liu Yang 008; Kai Chen 005 (IEEE Trans. Big Data, 2024)

DH-RAG: A Dynamic Historical Context-Powered Retrieval-Augmented Generation Method for Multi-Turn Dialogue. - Feiyuan Zhang; Dezhi Zhu; James Ming; Yilun Jin; Di Chai; Liu Yang 008; Han Tian; Zhaoxin Fan; Kai Chen 005 (CoRR, 2025)