Publications
Preprints
Trustworthy Transfer Learning: A Survey
Jun Wu, Jingrui HeSingle-Cell Data Integration and Cell Type Annotation through Contrastive Adversarial Open-set Domain Adaptation
Fatemeh Aminzadeh*, Jun Wu*, Jingrui He, Morteza Saberi, Fatemeh Vafaee
Selected Publications
Heterogeneous Machine Learning
Distributional Network of Networks for Modeling Data Heterogeneity [Paper]
Jun Wu, Jingrui He, Hanghang Tong
30th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining (KDD-2024)Graph-Structured Gaussian Processes for Transferable Graph Learning [Paper]
Jun Wu, Elizabeth Ainsworth, Andrew Leakey, Haixun Wang, Jingrui He
Thirty-seventh Conference on Neural Information Processing Systems (NeurIPS-2023)Non-IID Transfer Learning on Graphs [Paper]
Jun Wu, Jingrui He, Elizabeth Ainsworth
Thirty-Seventh AAAI Conference on Artificial Intelligence (AAAI-2023)Distribution-Informed Neural Networks for Domain Adaptation Regression [Paper]
Jun Wu, Jingrui He, Sheng Wang, Kaiyu Guan, Elizabeth Ainsworth
36th Conference on Neural Information Processing Systems (NeurIPS-2022)Domain Adaption with Dynamic Open-Set Targets [Paper]
Jun Wu, Jingrui He
28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD-2022)
Trustworthy Machine Learning
BOBA: Byzantine-Robust Federated Learning with Label Skewness [Paper]
Wenxuan Bao, Jun Wu, Jingrui He
27th International Conference on Artificial Intelligence and Statistics (AISTATS-2024)Personalized Federated Learning with Parameter Propagation [Paper]
Jun Wu, Wenxuan Bao, Elizabeth Ainsworth, Jingrui He
29th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD-2023)Optimizing the Collaboration Structure in Cross-silo Federated Learning [Paper]
Wenxuan Bao, Haohan Wang, Jun Wu, Jingrui He
Fortieth International Conference on Machine Learning (ICML-2023)Adversarial Robustness through Bias Variance Decomposition: A New Perspective for Federated Learning [Paper]
Yao Zhou*, Jun Wu*, Haixun Wang, Jingrui He
31st ACM International Conference on Information and Knowledge Management (CIKM-2022)Indirect Invisible Poisoning Attacks on Domain Adaptation [Paper]
Jun Wu, Jingrui He
27th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD-2021)
(* indicates equal contribution)