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Neural Network Optimization

903 papers

Papers per year

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9
127
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Papers

Understanding the Impact of Model Incoherence on Convergence of Incremental SGD with Random Reshuffle ICML 2020
Training Binary Neural Networks using the Bayesian Learning Rule ICML 2020
Confidence-Aware Learning for Deep Neural Networks ICML 2020
AutoML-Zero: Evolving Machine Learning Algorithms From Scratch ICML 2020
The Impact of Neural Network Overparameterization on Gradient Confusion and Stochastic Gradient Descent ICML 2020
Landscape Connectivity and Dropout Stability of SGD Solutions for Over-parameterized Neural Networks ICML 2020
Fractional Underdamped Langevin Dynamics: Retargeting SGD with Momentum under Heavy-Tailed Gradient Noise ICML 2020
On the Generalization Benefit of Noise in Stochastic Gradient Descent ICML 2020
DropNet: Reducing Neural Network Complexity via Iterative Pruning ICML 2020
Stochastic Gauss-Newton Algorithms for Nonconvex Compositional Optimization ICML 2020
Normalized Flat Minima: Exploring Scale Invariant Definition of Flat Minima for Neural Networks Using PAC-Bayesian Analysis ICML 2020
Orthogonalized SGD and Nested Architectures for Anytime Neural Networks ICML 2020
Maximum-and-Concatenation Networks ICML 2020
Rethinking Bias-Variance Trade-off for Generalization of Neural Networks ICML 2020
Good Subnetworks Provably Exist: Pruning via Greedy Forward Selection ICML 2020
Neural Contextual Bandits with UCB-based Exploration ICML 2020
Go Wide, Then Narrow: Efficient Training of Deep Thin Networks ICML 2020
SelectScale: Mining More Patterns from Images via Selective and Soft Dropout IJCAI 2020
Is the Skip Connection Provable to Reform the Neural Network Loss Landscape? IJCAI 2020
Reducing Underflow in Mixed Precision Training by Gradient Scaling IJCAI 2020
Evolutionary Algorithm Enhanced Neural Architecture Search for Text-Independent Speaker Verification INTERSPEECH 2020
Neural Architecture Search on Acoustic Scene Classification INTERSPEECH 2020
Neural Architecture Search for Keyword Spotting INTERSPEECH 2020
Quantization Aware Training with Absolute-Cosine Regularization for Automatic Speech Recognition INTERSPEECH 2020
Self-Orthogonality Module: A Network Architecture Plug-in for Learning Orthogonal Filters WACV 2020