Search All 2022 Events
 

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Poster
Tue 10:30 Doubly Adaptive Scaled Algorithm for Machine Learning Using Second-Order Information
Majid Jahani · Sergey Rusakov · Zheng Shi · Peter Richtarik · Michael W Mahoney · Martin Takac
Poster
Thu 10:30 Optimization and Adaptive Generalization of Three layer Neural Networks
Khashayar Gatmiry · Stefanie Jegelka · Jonathan Kelner
Poster
Tue 10:30 Permutation-Based SGD: Is Random Optimal?
Shashank Rajput · Kangwook Lee · Dimitris Papailiopoulos
Poster
Thu 18:30 Shuffle Private Stochastic Convex Optimization
Albert Cheu · Matthew Joseph · Jieming Mao · Binghui Peng
Oral
Tue 1:45 The Hidden Convex Optimization Landscape of Regularized Two-Layer ReLU Networks: an Exact Characterization of Optimal Solutions
Yifei Wang · Jonathan Lacotte · Mert Pilanci
Poster
Wed 10:30 The Hidden Convex Optimization Landscape of Regularized Two-Layer ReLU Networks: an Exact Characterization of Optimal Solutions
Yifei Wang · Jonathan Lacotte · Mert Pilanci
Poster
Wed 2:30 Minibatch vs Local SGD with Shuffling: Tight Convergence Bounds and Beyond
Chulhee Yun · Shashank Rajput · Suvrit Sra
Oral
Tue 2:00 Minibatch vs Local SGD with Shuffling: Tight Convergence Bounds and Beyond
Chulhee Yun · Shashank Rajput · Suvrit Sra
Poster
Wed 10:30 The Convex Geometry of Backpropagation: Neural Network Gradient Flows Converge to Extreme Points of the Dual Convex Program
Yifei Wang · Mert Pilanci
Poster
Mon 18:30 Demystifying Batch Normalization in ReLU Networks: Equivalent Convex Optimization Models and Implicit Regularization
Tolga Ergen · Arda Sahiner · Batu Ozturkler · John M Pauly · Morteza Mardani · Mert Pilanci