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Neural Network Optimization

902 directly classified papers

Papers per year

Papers

Orthogonal Convolutional Neural Networks CVPR 2020
Revisiting Parameter Sharing for Automatic Neural Channel Number Search NIPS 2020
On Warm-Starting Neural Network Training NIPS 2020
Reinforcing Neural Network Stability with Attractor Dynamics AAAI 2020
Deep Time-Stream Framework for Click-through Rate Prediction by Tracking Interest Evolution AAAI 2020
Dynamical System Inspired Adaptive Time Stepping Controller for Residual Network Families AAAI 2020
AutoShrink: A Topology-Aware NAS for Discovering Efficient Neural Architecture AAAI 2020
Neural Architecture Search Using Deep Neural Networks and Monte Carlo Tree Search AAAI 2020
Channel Pruning Guided by Classification Loss and Feature Importance AAAI 2020
VECA: A Method for Detecting Overfitting in Neural Networks (Student Abstract) AAAI 2020
Go Wide, Then Narrow: Efficient Training of Deep Thin Networks ICML 2020
Neural Contextual Bandits with UCB-based Exploration ICML 2020
Good Subnetworks Provably Exist: Pruning via Greedy Forward Selection ICML 2020
Rethinking Bias-Variance Trade-off for Generalization of Neural Networks ICML 2020
Maximum-and-Concatenation Networks ICML 2020
Orthogonalized SGD and Nested Architectures for Anytime Neural Networks ICML 2020
Normalized Flat Minima: Exploring Scale Invariant Definition of Flat Minima for Neural Networks Using PAC-Bayesian Analysis ICML 2020
DropNet: Reducing Neural Network Complexity via Iterative Pruning ICML 2020
AutoML-Zero: Evolving Machine Learning Algorithms From Scratch ICML 2020
Confidence-Aware Learning for Deep Neural Networks ICML 2020
Training Binary Neural Networks using the Bayesian Learning Rule ICML 2020
Understanding the Impact of Model Incoherence on Convergence of Incremental SGD with Random Reshuffle ICML 2020
Group-Wise Dynamic Dropout Based on Latent Semantic Variations AAAI 2020
Ultrafast Photorealistic Style Transfer via Neural Architecture Search AAAI 2020
Local Regularizer Improves Generalization AAAI 2020