Optimization

Robust Sub-Gaussian Principal Component Analysis and Width-Independent Schatten Packing NeurIPS 2020 Robust training with ensemble consensus ICLR 2020 Rotation Consistent Margin Loss for Efficient Low-Bit Face Recognition CVPR 2020 Run2Survive: A Decision-theoretic Approach to Algorithm Selection based on Survival Analysis ACML 2020 SAC: Accelerating and Structuring Self-Attention via Sparse Adaptive Connection NeurIPS 2020 SAdam: A Variant of Adam for Strongly Convex Functions ICLR 2020 Safe Motion Planning for Autonomous Driving using an Adversarial Road Model RSS 2020 Safe non-smooth black-box optimization with application to policy search L4DC 2020 Sample Complexity Bounds for 1-bit Compressive Sensing and Binary Stable Embeddings with Generative Priors ICML 2020 Sample complexity bounds for localized sketching AISTATS 2020 Sample-efficient Cross-Entropy Method for Real-time Planning CoRL 2020 Sample-Efficient Optimization in the Latent Space of Deep Generative Models via Weighted Retraining NeurIPS 2020 Sample Efficient Policy Gradient Methods with Recursive Variance Reduction ICLR 2020 Sample Efficient Reinforcement Learning via Low-Rank Matrix Estimation NeurIPS 2020 Scalable Differentiable Physics for Learning and Control ICML 2020 Scalable Gradients for Stochastic Differential Equations AISTATS 2020 Scalable Identification of Partially Observed Systems with Certainty-Equivalent EM ICML 2020 ScaleCom: Scalable Sparsified Gradient Compression for Communication-Efficient Distributed Training NeurIPS 2020 Scale-Space Flow for End-to-End Optimized Video Compression CVPR 2020 SCOP: Scientific Control for Reliable Neural Network Pruning NeurIPS 2020 Screening Data Points in Empirical Risk Minimization via Ellipsoidal Regions and Safe Loss Functions AISTATS 2020 Searching for a Search Method: Benchmarking Search Algorithms for Generating NLP Adversarial Examples EMNLP 2020 Searching for Low-Bit Weights in Quantized Neural Networks NeurIPS 2020 Searching to Exploit Memorization Effect in Learning with Noisy Labels ICML 2020 Search Tree Pruning for Progressive Neural Architecture Search (Student Abstract) AAAI 2020