Stochastic Methods

OctSqueeze: Octree-Structured Entropy Model for LiDAR Compression CVPR 2020 On Approximate Thompson Sampling with Langevin Algorithms ICML 2020 On Convergence-Diagnostic based Step Sizes for Stochastic Gradient Descent ICML 2020 One Comment from One Perspective: An Effective Strategy for Enhancing Automatic Music Comment COLING 2020 One Sample Stochastic Frank-Wolfe AISTATS 2020 On Importance Sampling-Based Evaluation of Latent Language Models ACL 2020 Online Convex Optimization Over Erdos-Renyi Random Networks NeurIPS 2020 Online Learning Using Only Peer Prediction AISTATS 2020 On Simulation and Trajectory Prediction with Gaussian Process Dynamics L4DC 2020 On Stationary-Point Hitting Time and Ergodicity of Stochastic Gradient Langevin Dynamics JMLR 2020 On Testing of Samplers NeurIPS 2020 On the Convergence of Nesterov’s Accelerated Gradient Method in Stochastic Settings ICML 2020 On the Convergence of Stochastic Gradient Descent with Low-Rank Projections for Convex Low-Rank Matrix Problems COLT 2020 On the Ergodicity, Bias and Asymptotic Normality of Randomized Midpoint Sampling Method NeurIPS 2020 On the interplay between noise and curvature and its effect on optimization and generalization AISTATS 2020 Open Problem: Tight Convergence of SGD in Constant Dimension COLT 2020 Optimal $δ$-Correct Best-Arm Selection for Heavy-Tailed Distributions ALT 2020 Optimal Convergence for Distributed Learning with Stochastic Gradient Methods and Spectral Algorithms JMLR 2020 Optimal Epoch Stochastic Gradient Descent Ascent Methods for Min-Max Optimization NeurIPS 2020 Optimal Iterative Sketching Methods with the Subsampled Randomized Hadamard Transform NeurIPS 2020 Optimal Private Median Estimation under Minimal Distributional Assumptions NeurIPS 2020 Optimal Query Complexity of Secure Stochastic Convex Optimization NeurIPS 2020 Optimal Randomized First-Order Methods for Least-Squares Problems ICML 2020 Optimal Sequential Maximization: One Interview is Enough! ICML 2020 Optimization of Chance-Constrained Submodular Functions AAAI 2020