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	Title	Author(s)	Issue Date
	Generalization Analysis for Contrastive Representation Learning Proceeding/Conference:International Conference on Machine Learning (23/07/2023-29/07/2023, Honolulu, Hawaii)	Lei, YunwenYang, TianbaoYing, YimingZhou, Ding-Xuan	23-Jul-2023
	Stability and Generalization of Stochastic Optimization with Nonconvex and Nonsmooth Problems Proceeding/Conference:36th Annual Conference on Learning Theory (COLT 2023) (12/07/2023-15/07/2023, Bangalore, India)	Lei, Yunwen	12-Jul-2023
	Variation of global compound heatwaves and their associations with climate variability Proceeding/Conference:EGU 2023 (23/04/2023-28/04/2023, Vienna)	Zhang, KunLi, JinbaoNg, Kwok PoTai, AmosWu, Jin	24-Apr-2023
	Noise-Efficient Learning of Differentially Private Partitioning Machine Ensembles Proceeding/Conference:Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)	Huang, ZhanliangLei, YunwenKabán, Ata	2023
	On the Generalization Analysis of Adversarial Learning Proceeding/Conference:Proceedings of Machine Learning Research	Mustafa, WaleedLei, YunwenKloft, Marius	2022
	Differentially Private SGDA for Minimax Problems Proceeding/Conference:Proceedings of Machine Learning Research	Yang, ZhenhuanHu, ShuLei, YunwenVarshney, Kush R.Lyu, SiweiYing, Yiming	2022
	Stability and Generalization of Stochastic Gradient Methods for Minimax Problems Proceeding/Conference:Proceedings of Machine Learning Research	Lei, YunwenYang, ZhenhuanYang, TianbaoYing, Yiming	2021
	A Communication-Efficient Distributed Gradient Clipping Algorithm for Training Deep Neural Networks Proceeding/Conference:Advances in Neural Information Processing Systems	Liu, MingruiZhuang, ZhenxunLei, YunwenLiao, Chunyang	2022
	Multi-class SVMs: From tighter data-dependent generalization bounds to novel algorithms Proceeding/Conference:Advances in Neural Information Processing Systems	Lei, YunwenDogan, ÜrünBinder, AlexanderKloft, Marius	2015
	Stability and Generalization Analysis of Gradient Methods for Shallow Neural Networks Proceeding/Conference:Advances in Neural Information Processing Systems	Lei, YunwenJin, RongYing, Yiming	2022
	Stability and Generalization for Markov Chain Stochastic Gradient Methods Proceeding/Conference:Advances in Neural Information Processing Systems	Wang, PuyuLei, YunwenYing, YimingZhou, Ding Xuan	2022
	Differentially Private SGDA for Minimax Problems Proceeding/Conference:Proceedings of the 38th Conference on Uncertainty in Artificial Intelligence, UAI 2022	Yang, ZhenhuanHu, ShuLei, YunwenVarshney, Kush R.Lyu, SiweiYing, Yiming	2022
	Fine-grained Generalisation Analysis of Inductive Matrix Completion Proceeding/Conference:Advances in Neural Information Processing Systems	Ledent, AntoineAlves, RodrigoLei, YunwenKloft, Marius	2021
	Generalization Guarantee of SGD for Pairwise Learning Proceeding/Conference:Advances in Neural Information Processing Systems	Lei, YunwenLiu, MingruiYing, Yiming	2021
	Simple Stochastic and Online Gradient Descent Algorithms for Pairwise Learning Proceeding/Conference:Advances in Neural Information Processing Systems	Yang, ZhenhuanLei, YunwenWang, PuyuYang, TianbaoYing, Yiming	2021
	Fine-grained Generalization Analysis of Structured Output Prediction Proceeding/Conference:IJCAI International Joint Conference on Artificial Intelligence	Mustafa, WaleedLei, YunwenLedent, AntoineKloft, Marius	2021
	Learning Interpretable Concept Groups in CNNs Proceeding/Conference:IJCAI International Joint Conference on Artificial Intelligence	Varshneya, SaurabhLedent, AntoineVandermeulen, Robert A.Lei, YunwenEnders, MatthiasBorth, DamianKloft, Marius	2021
	Stability and Generalization for Randomized Coordinate Descent Proceeding/Conference:IJCAI International Joint Conference on Artificial Intelligence	Wang, PuyuWu, LiangLei, Yunwen	2021
	Norm-Based Generalisation Bounds for Deep Multi-Class Convolutional Neural Networks Proceeding/Conference:35th AAAI Conference on Artificial Intelligence, AAAI 2021	Ledent, AntoineMustafa, WaleedLei, YunwenKloft, Marius	2021
	Fine-grained Generalization Analysis of Vector-valued Learning Proceeding/Conference:35th AAAI Conference on Artificial Intelligence, AAAI 2021	Wu, LiangLedent, AntoineLei, YunwenKloft, Marius	2021