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Collection's Items (Sorted by Submit Date in Descending order): 1 to 20 of 665
TitleAuthor(s)Issue DateViews
 
Differentially Private SGDA for Minimax Problems
Proceeding/Conference:Uncertainty in Artificial Intelligence
2-Aug-2022
 
24-Apr-2023
 
Generalization Analysis for Contrastive Representation Learning
Proceeding/Conference:International Conference on Machine Learning
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-Jul-2023
 
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)
2023
On the Generalization Analysis of Adversarial Learning
Proceeding/Conference:Proceedings of Machine Learning Research
2022
Differentially Private SGDA for Minimax Problems
Proceeding/Conference:Proceedings of Machine Learning Research
2022
Stability and Generalization of Stochastic Gradient Methods for Minimax Problems
Proceeding/Conference:Proceedings of Machine Learning Research
2021
A Communication-Efficient Distributed Gradient Clipping Algorithm for Training Deep Neural Networks
Proceeding/Conference:Advances in Neural Information Processing Systems
2022
Multi-class SVMs: From tighter data-dependent generalization bounds to novel algorithms
Proceeding/Conference:Advances in Neural Information Processing Systems
2015
Stability and Generalization Analysis of Gradient Methods for Shallow Neural Networks
Proceeding/Conference:Advances in Neural Information Processing Systems
2022
Stability and Generalization for Markov Chain Stochastic Gradient Methods
Proceeding/Conference:Advances in Neural Information Processing Systems
2022
Differentially Private SGDA for Minimax Problems
Proceeding/Conference:Proceedings of the 38th Conference on Uncertainty in Artificial Intelligence, UAI 2022
2022
Fine-grained Generalisation Analysis of Inductive Matrix Completion
Proceeding/Conference:Advances in Neural Information Processing Systems
2021
Generalization Guarantee of SGD for Pairwise Learning
Proceeding/Conference:Advances in Neural Information Processing Systems
2021
Simple Stochastic and Online Gradient Descent Algorithms for Pairwise Learning
Proceeding/Conference:Advances in Neural Information Processing Systems
2021
Fine-grained Generalization Analysis of Structured Output Prediction
Proceeding/Conference:IJCAI International Joint Conference on Artificial Intelligence
2021
Learning Interpretable Concept Groups in CNNs
Proceeding/Conference:IJCAI International Joint Conference on Artificial Intelligence
2021
Stability and Generalization for Randomized Coordinate Descent
Proceeding/Conference:IJCAI International Joint Conference on Artificial Intelligence
2021
Collection's Items (Sorted by Submit Date in Descending order): 1 to 20 of 665