PRECISION: Decentralized Constrained Min-Max Learning with Low Communication and Sample ComplexitiesZhuqing LiuXin Zhanget al.2023MobiHoc 2023
INTERACT: Achieving Low Sample and Communication Complexities in Decentralized Bilevel Learning over NetworksZhuqing LiuXin Zhanget al.2022MobiHoc 2022
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
Decentralized Bilevel Optimization for Personalized Client LearningSongtao LuXiaodong Cuiet al.2022ICASSP 2022
Training logical neural networks by primal-dual methods for neuro-symbolic reasoningSongtao LuNaweed Khanet al.2021ICASSP 2021
Federated acoustic modeling for automatic speech recognitionXiaodong CuiSongtao Luet al.2021ICASSP 2021