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Poster
Wed 12:45 Rate-Regularization and Generalization in Variational Autoencoders
Alican Bozkurt · Babak Esmaeili · Jean-Baptiste Tristan · Dana Brooks · Jennifer Dy · Jan-Willem van de Meent
Poster
Wed 6:00 Approximately Solving Mean Field Games via Entropy-Regularized Deep Reinforcement Learning
Kai Cui · Heinz Koeppl
Poster
Tue 14:00 Fundamental Limits of Ridge-Regularized Empirical Risk Minimization in High Dimensions
Hossein Taheri · Ramtin Pedarsani · Christos Thrampoulidis
Poster
Wed 6:00 Regularized ERM on random subspaces
Andrea Della Vecchia · Jaouad Mourtada · Ernesto De Vito · Lorenzo Rosasco
Poster
Wed 6:00 Nonparametric Estimation of Heterogeneous Treatment Effects: From Theory to Learning Algorithms
Alicia Curth · Mihaela van der Schaar
Oral
Thu 15:45 Minimax Optimal Regression over Sobolev Spaces via Laplacian Regularization on Neighborhood Graphs
Alden Green · Sivaraman Balakrishnan · Ryan Tibshirani
Poster
Wed 6:00 Regularization Matters: A Nonparametric Perspective on Overparametrized Neural Network
Tianyang Hu · Wenjia Wang · Cong Lin · Guang Cheng
Poster
Tue 18:30 Regularized Policies are Reward Robust
Hisham Husain · Kamil Ciosek · Ryota Tomioka
Poster
Wed 12:45 Implicit Regularization via Neural Feature Alignment
Aristide Baratin · Thomas George · C├ęsar Laurent · R Devon Hjelm · Guillaume Lajoie · Pascal Vincent · Simon Lacoste-Julien
Poster
Tue 14:00 Minimax Optimal Regression over Sobolev Spaces via Laplacian Regularization on Neighborhood Graphs
Alden Green · Sivaraman Balakrishnan · Ryan Tibshirani
Poster
Thu 7:30 Iterative regularization for convex regularizers
Cesare Molinari · Mathurin Massias · Lorenzo Rosasco · Silvia Villa
Poster
Thu 7:30 Explicit Regularization of Stochastic Gradient Methods through Duality
Anant Raj · Francis Bach