Stochastic Methods

Learning to Reason: Leveraging Neural Networks for Approximate DNF Counting AAAI 2020 Least Squares Regression with Markovian Data: Fundamental Limits and Algorithms NeurIPS 2020 Linear Convergence of Randomized Primal-Dual Coordinate Method for Large-scale Linear Constrained Convex Programming ICML 2020 Logarithmic Regret for Learning Linear Quadratic Regulators Efficiently ICML 2020 Logsmooth Gradient Concentration and Tighter Runtimes for Metropolized Hamiltonian Monte Carlo COLT 2020 Lower Bounds for Parallel and Randomized Convex Optimization JMLR 2020 Memoryless Sequences for General Losses JMLR 2020 Minibatch Stochastic Approximate Proximal Point Methods NeurIPS 2020 Minimax Regret of Switching-Constrained Online Convex Optimization: No Phase Transition NeurIPS 2020 Min-Max Optimization without Gradients: Convergence and Applications to Black-Box Evasion and Poisoning Attacks ICML 2020 Mitigating Manipulation in Peer Review via Randomized Reviewer Assignments NeurIPS 2020 Mixed Strategies for Robust Optimization of Unknown Objectives AISTATS 2020 Modeling Continuous Stochastic Processes with Dynamic Normalizing Flows NeurIPS 2020 Modeling Noisy Annotations for Crowd Counting NeurIPS 2020 Monte-Carlo Tree Search in Continuous Action Spaces with Value Gradients AAAI 2020 Multi-Feedback Bandit Learning with Probabilistic Contexts IJCAI 2020 Multinomial Logit Bandit with Low Switching Cost ICML 2020 Mutual Information Estimation using LSH Sampling IJCAI 2020 Naive Exploration is Optimal for Online LQR ICML 2020 NAYEL at SemEval-2020 Task 12: TF/IDF-Based Approach for Automatic Offensive Language Detection in Arabic Tweets SemEval 2020 Near-linear time Gaussian process optimization with adaptive batching and resparsification ICML 2020 Nearly Optimal Regret for Stochastic Linear Bandits with Heavy-Tailed Payoffs IJCAI 2020 Near-optimal Regret Bounds for Stochastic Shortest Path ICML 2020 Neutralizing Self-Selection Bias in Sampling for Sortition NeurIPS 2020 Noise-Contrastive Estimation for Multivariate Point Processes NeurIPS 2020