INTERACT: Achieving Low Sample and Communication Complexities in Decentralized Bilevel Learning over NetworksZhuqing LiuXin Zhanget al.2022MobiHoc 2022
An Efficient Learning Framework for Federated XGBoost Using Secret Sharing and Distributed OptimizationLunchen XieJiaqi Liuet al.2022ACM TIST
Overcoming Catastrophic Forgetting via Direction-Constrained OptimizationYunfei TengAnna Choromanskaet al.2022ECML PKDD 2022
Distributed Adversarial Training to Robustify Deep Neural Networks at ScaleGaoyuan ZhangSongtao Luet al.2022UAI 2022
Learning to Generate Image Source-Agnostic Universal Adversarial PerturbationsPu ZhaoParikshit Ramet al.2022IJCAI 2022
A Single-Loop Gradient Descent and Perturbed Ascent Algorithm for Nonconvex Functional Constrained OptimizationSongtao Lu2022ICML 2022
Zeroth-Order Optimization for Composite Problems with Functional ConstraintsZichong LiPin-Yu Chenet al.2022AAAI 2022
Adversarial Examples Can Be Effective Data Augmentation for Unsupervised Machine LearningChia-Yi HsuPin-Yu Chenet al.2022AAAI 2022
Optimal Discrete Constellation Inputs for Aggregated LiFi-WiFi NetworksShuai MaFan Zhanget al.2022IEEE TWC
Decentralized Bilevel Optimization for Personalized Client LearningSongtao LuXiaodong Cuiet al.2022ICASSP 2022