Stochastic Methods

Partition Function Estimation: A Quantitative Study IJCAI 2021 Personalized Extractive Summarization Using an Ising Machine Towards Real-time Generation of Efficient and Coherent Dialogue Scenarios EMNLP 2021 Polarimetric Normal Stereo CVPR 2021 Prediction-Centric Learning of Independent Cascade Dynamics from Partial Observations ICML 2021 Private Non-smooth ERM and SCO in Subquadratic Steps NeurIPS 2021 Private Stochastic Convex Optimization: Optimal Rates in L1 Geometry ICML 2021 Probabilistic DAG search UAI 2021 Probabilistic Sequential Shrinking: A Best Arm Identification Algorithm for Stochastic Bandits with Corruptions ICML 2021 Projected Stochastic Gradient Langevin Algorithms for Constrained Sampling and Non-Convex Learning COLT 2021 PROMPT: Probabilistic Motion Primitives based Trajectory Planning RSS 2021 Pseudo-Marginal Hamiltonian Monte Carlo JMLR 2021 Quantization Algorithms for Random Fourier Features ICML 2021 Quasi-Monte Carlo Quasi-Newton in Variational Bayes JMLR 2021 Random Coordinate Langevin Monte Carlo COLT 2021 Random Coordinate Underdamped Langevin Monte Carlo AISTATS 2021 Random Graph Matching with Improved Noise Robustness COLT 2021 Randomized Algorithms for Submodular Function Maximization with a k-System Constraint ICML 2021 Random Shuffling Beats SGD Only After Many Epochs on Ill-Conditioned Problems NeurIPS 2021 Rao-Blackwellised parallel MCMC AISTATS 2021 Rearchitecting Linux Storage Stack for µs Latency and High Throughput OSDI 2021 Recurrent Submodular Welfare and Matroid Blocking Semi-Bandits NeurIPS 2021 Regret Bounds for Gaussian-Process Optimization in Large Domains NeurIPS 2021 Regret Minimization in Heavy-Tailed Bandits COLT 2021 Regret Minimization in Stochastic Non-Convex Learning via a Proximal-Gradient Approach ICML 2021 Regret-optimal measurement-feedback control L4DC 2021