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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
Adversarial Examples Can Be Effective Data Augmentation for Unsupervised Machine LearningChia-Yi HsuPin-Yu Chenet al.2022AAAI 2022
Zeroth-Order Optimization for Composite Problems with Functional ConstraintsZichong LiPin-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
Understanding latent correlation-based multiview learning and self-supervision: An identifiability perspectiveQi LyuXiao Fuet al.2022ICLR 2022