Workshop

Fri 9:15

Disentangling the Mechanisms Behind Implicit Regularization in SGD
Zachary Novack

Poster

Wed 14:00

A Data-Augmentation Is Worth A Thousand Samples: Analytical Moments And Sampling-Free Training
Randall Balestriero · Ishan Misra · Yann LeCun

Workshop

Disentangling the Mechanisms Behind Implicit Regularization in SGD
Zachary Novack · Simran Kaur · Tanya Marwah · Saurabh Garg · Zachary Lipton

Poster

Thu 9:00

Implicit Regularization or Implicit Conditioning? Exact Risk Trajectories of SGD in High Dimensions
Courtney Paquette · Elliot Paquette · Ben Adlam · Jeffrey Pennington

Poster

Thu 9:00

On the Frequency-bias of Coordinate-MLPs
Sameera Ramasinghe · Lachlan E. MacDonald · Simon Lucey

Poster

Wed 14:00

Why neural networks find simple solutions: The many regularizers of geometric complexity
Benoit Dherin · Michael Munn · Mihaela Rosca · David Barrett

Poster

Towards Understanding the Condensation of Neural Networks at Initial Training
Hanxu Zhou · Zhou Qixuan · Tao Luo · Yaoyu Zhang · Zhi-Qin Xu

Poster

Combining Explicit and Implicit Regularization for Efficient Learning in Deep Networks
Dan Zhao

Workshop

Incremental Fourier Neural Operator
Jiawei Zhao · Robert Joseph George · Yifei Zhang · Zongyi Li · Anima Anandkumar

Poster

Tue 9:00

Mirror Descent Maximizes Generalized Margin and Can Be Implemented Efficiently
Haoyuan Sun · Kwangjun Ahn · Christos Thrampoulidis · Navid Azizan

Workshop

Sparse Q-Learning: Offline Reinforcement Learning with Implicit Value Regularization
Haoran Xu · Li Jiang · Li Jianxiong · Zhuoran Yang · Zhaoran Wang · Xianyuan Zhan

Workshop

Overparameterization Implicitly Regularizes Input-Space Smoothness
Matteo Gamba · Hossein Azizpour · Mårten Björkman