Optimization

Fast Texture Synthesis via Pseudo Optimizer CVPR 2020 Fenchel Lifted Networks: A Lagrange Relaxation of Neural Network Training AISTATS 2020 FetchSGD: Communication-Efficient Federated Learning with Sketching ICML 2020 Fiedler Regularization: Learning Neural Networks with Graph Sparsity ICML 2020 Finding the Optimal Vocabulary Size for Neural Machine Translation EMNLP 2020 Fixed-Horizon Temporal Difference Methods for Stable Reinforcement Learning AAAI 2020 Generating Accurate Pseudo-Labels in Semi-Supervised Learning and Avoiding Overconfident Predictions via Hermite Polynomial Activations CVPR 2020 Generative Teaching Networks: Accelerating Neural Architecture Search by Learning to Generate Synthetic Training Data ICML 2020 Gradient Descent with Early Stopping is Provably Robust to Label Noise for Overparameterized Neural Networks AISTATS 2020 Group Sparsity: The Hinge Between Filter Pruning and Decomposition for Network Compression CVPR 2020 Guided Learning of Nonconvex Models through Successive Functional Gradient Optimization ICML 2020 Hardware-in-the-Loop End-to-End Optimization of Camera Image Processing Pipelines CVPR 2020 HAWQ-V2: Hessian Aware trace-Weighted Quantization of Neural Networks NeurIPS 2020 Hierarchically Robust Representation Learning CVPR 2020 HLHLp: Quantized Neural Networks Training for Reaching Flat Minima in Loss Surface AAAI 2020 Hybrid Stochastic-Deterministic Minibatch Proximal Gradient: Less-Than-Single-Pass Optimization with Nearly Optimal Generalization ICML 2020 Hybrid Variance-Reduced SGD Algorithms For Minimax Problems with Nonconvex-Linear Function NeurIPS 2020 ILFO: Adversarial Attack on Adaptive Neural Networks CVPR 2020 Implicit regularization for deep neural networks driven by an Ornstein-Uhlenbeck like process COLT 2020 Improving Low Compute Language Modeling with In-Domain Embedding Initialisation EMNLP 2020 Inefficiency of K-FAC for Large Batch Size Training AAAI 2020 Information-Theoretic Understanding of Population Risk Improvement with Model Compression AAAI 2020 Instead of Rewriting Foreign Code for Machine Learning, Automatically Synthesize Fast Gradients NeurIPS 2020 Intelligent Image Collection: Building the Optimal Dataset WACV 2020 Joint Texture and Geometry Optimization for RGB-D Reconstruction CVPR 2020