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Depen Morwani
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Year
Feature-learning networks are consistent across widths at realistic scales
N Vyas, A Atanasov, B Bordelon, D Morwani, S Sainathan, C Pehlevan
Advances in Neural Information Processing Systems 36, 2024
92024
Simplicity bias in 1-hidden layer neural networks
D Morwani, J Batra, P Jain, P Netrapalli
Advances in Neural Information Processing Systems 36, 2024
72024
Feature emergence via margin maximization: case studies in algebraic tasks
D Morwani, BL Edelman, CA Oncescu, R Zhao, S Kakade
arXiv preprint arXiv:2311.07568, 2023
32023
Inductive bias of gradient descent for weight normalized smooth homogeneous neural nets
D Morwani, HG Ramaswamy
International Conference on Algorithmic Learning Theory, 827-880, 2022
32022
Beyond implicit bias: The insignificance of sgd noise in online learning
N Vyas, D Morwani, R Zhao, G Kaplun, S Kakade, B Barak
arXiv preprint arXiv:2306.08590, 2023
22023
Using noise resilience for ranking generalization of deep neural networks
D Morwani, R Vashisht, HG Ramaswamy
arXiv preprint arXiv:2012.08854, 2020
22020
Inductive bias of gradient descent for exponentially weight normalized smooth homogeneous neural nets
D Morwani, HG Ramaswamy
arXiv preprint arXiv:2010.12909, 2020
12020
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