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10/08/2021
Momentum Doesn't Change the Implicit Bias
The momentum acceleration technique is widely adopted in many optimizati...
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10/07/2021
Creating Training Sets via Weak Indirect Supervision
Creating labeled training sets has become one of the major roadblocks in...
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05/31/2021
Machine-Learning Non-Conservative Dynamics for New-Physics Detection
Energy conservation is a basic physics principle, the breakdown of which...
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12/25/2020
Robustness, Privacy, and Generalization of Adversarial Training
Adversarial training can considerably robustify deep neural networks to ...
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12/11/2020
The Implicit Bias for Adaptive Optimization Algorithms on Homogeneous Neural Networks
Despite their overwhelming capacity to overfit, deep neural networks tra...
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07/18/2020
Tighter Generalization Bounds for Iterative Differentially Private Learning Algorithms
This paper studies the relationship between generalization and privacy p...
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03/27/2020