Browsing "Department of Statistics & Actuarial Science" by Author gu, q

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TitleAuthor(s)Issue DateViews
 
Agnostic learning of halfspaces with gradient descent via soft margins
Proceeding/Conference:Proceedings of the 38th International Conference on Machine Learning (ICML) 2021, 18-24 July 2021
2021
6
 
Provable Generalization of SGD-trained Neural Networks of Any Width in the Presence of Adversarial Label Noise
Proceeding/Conference:Proceedings of the 38th International Conference on Machine Learning (ICML) 2021, 18-24 July 2021, Virtual Event
2021
8
 
Risk Bounds for Over-parameterized Maximum Margin Classification on Sub-Gaussian Mixtures
Proceeding/Conference:Advances in Neural Information Processing Systems: 35th conference on neural information processing systems (NeurlIPS 2021)
2021