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Workshop
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Fri 9:15
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Disentangling the Mechanisms Behind Implicit Regularization in SGD
Zachary Novack
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Poster
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Wed 14:00
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A Data-Augmentation Is Worth A Thousand Samples: Analytical Moments And Sampling-Free Training
Randall Balestriero · Ishan Misra · Yann LeCun
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Poster
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Thu 9:00
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Implicit Regularization or Implicit Conditioning? Exact Risk Trajectories of SGD in High Dimensions
Courtney Paquette · Elliot Paquette · Ben Adlam · Jeffrey Pennington
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Workshop
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Disentangling the Mechanisms Behind Implicit Regularization in SGD
Zachary Novack · Simran Kaur · Tanya Marwah · Saurabh Garg · Zachary Lipton
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Poster
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Thu 9:00
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On the Frequency-bias of Coordinate-MLPs
Sameera Ramasinghe · Lachlan E. MacDonald · Simon Lucey
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Poster
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Wed 14:00
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Why neural networks find simple solutions: The many regularizers of geometric complexity
Benoit Dherin · Michael Munn · Mihaela Rosca · David Barrett
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Poster
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Towards Understanding the Condensation of Neural Networks at Initial Training
Hanxu Zhou · Zhou Qixuan · Tao Luo · Yaoyu Zhang · Zhi-Qin Xu
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Poster
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Combining Explicit and Implicit Regularization for Efficient Learning in Deep Networks
Dan Zhao
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Workshop
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Incremental Fourier Neural Operator
Jiawei Zhao · Robert Joseph George · Yifei Zhang · Zongyi Li · Anima Anandkumar
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Workshop
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Sparse Q-Learning: Offline Reinforcement Learning with Implicit Value Regularization
Haoran Xu · Li Jiang · Li Jianxiong · Zhuoran Yang · Zhaoran Wang · Xianyuan Zhan
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Poster
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Tue 9:00
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Mirror Descent Maximizes Generalized Margin and Can Be Implemented Efficiently
Haoyuan Sun · Kwangjun Ahn · Christos Thrampoulidis · Navid Azizan
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Workshop
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Overparameterization Implicitly Regularizes Input-Space Smoothness
Matteo Gamba · Hossein Azizpour · Mårten Björkman
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