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05/21/2023
Understanding Multi-phase Optimization Dynamics and Rich Nonlinear Behaviors of ReLU Networks
The training process of ReLU neural networks often exhibits complicated ...
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07/06/2022
When does SGD favor flat minima? A quantitative characterization via linear stability
The observation that stochastic gradient descent (SGD) favors flat minim...
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06/21/2022
Incorporating Voice Instructions in Model-Based Reinforcement Learning for Self-Driving Cars
This paper presents a novel approach that supports natural language voic...
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06/07/2022
Generalization Error Bounds for Deep Neural Networks Trained by SGD
Generalization error bounds for deep neural networks trained by stochast...
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06/05/2022