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Oral
Tue Dec 10th 10:05 -- 10:20 AM @ West Exhibition Hall C + B3
Uniform convergence may be unable to explain generalization in deep learning
Vaishnavh Nagarajan · J. Zico Kolter
Spotlight
Tue Dec 10th 10:20 -- 10:25 AM @ West Exhibition Hall C + B3
On Exact Computation with an Infinitely Wide Neural Net
Sanjeev Arora · Simon Du · Wei Hu · Zhiyuan Li · Russ Salakhutdinov · Ruosong Wang
Spotlight
Tue Dec 10th 10:25 -- 10:30 AM @ West Exhibition Hall C + B3
Generalization Bounds of Stochastic Gradient Descent for Wide and Deep Neural Networks
Yuan Cao · Quanquan Gu
Spotlight
Tue Dec 10th 10:30 -- 10:35 AM @ West Exhibition Hall C + B3
Efficient and Accurate Estimation of Lipschitz Constants for Deep Neural Networks
Mahyar Fazlyab · Alexander Robey · Hamed Hassani · Manfred Morari · George Pappas
Spotlight
Tue Dec 10th 10:35 -- 10:40 AM @ West Exhibition Hall C + B3
Towards Explaining the Regularization Effect of Initial Large Learning Rate in Training Neural Networks
Yuanzhi Li · Colin Wei · Tengyu Ma
Spotlight
Tue Dec 10th 10:40 -- 10:45 AM @ West Exhibition Hall C + B3
Data-dependent Sample Complexity of Deep Neural Networks via Lipschitz Augmentation
Colin Wei · Tengyu Ma