Stochastic Processes

A Unifying Framework of Off-Policy General Value Function Evaluation NeurIPS 2022 A Universal PINNs Method for Solving Partial Differential Equations with a Point Source IJCAI 2022 Automatic Differentiation of Programs with Discrete Randomness NeurIPS 2022 Autoregressive Quantile Flows for Predictive Uncertainty Estimation ICLR 2022 Bayesian Neural Network Priors Revisited ICLR 2022 Bayesian Phylogenetic Cognate Prediction NAACL 2022 Beyond Sub-Gaussian Noises: Sharp Concentration Analysis for Stochastic Gradient Descent JMLR 2022 Beyond Worst-Case Analysis in Stochastic Approximation: Moment Estimation Improves Instance Complexity ICML 2022 Bi-Level Doubly Variational Learning for Energy-Based Latent Variable Models CVPR 2022 Black-Box Generalization: Stability of Zeroth-Order Learning NeurIPS 2022 Centroid Approximation for Bootstrap: Improving Particle Quality at Inference ICML 2022 Chaotic Dynamics are Intrinsic to Neural Network Training with SGD NeurIPS 2022 Chaotic Regularization and Heavy-Tailed Limits for Deterministic Gradient Descent NeurIPS 2022 CKConv: Continuous Kernel Convolution For Sequential Data ICLR 2022 Clock Skew Robust Acoustic Echo Cancellation Interspeech 2022 Common Failure Modes of Subcluster-based Sampling in Dirichlet Process Gaussian Mixture Models - and a Deep-learning Solution AISTATS 2022 Communication-Efficient Topologies for Decentralized Learning with $O(1)$ Consensus Rate NeurIPS 2022 Computationally Efficient Horizon-Free Reinforcement Learning for Linear Mixture MDPs NeurIPS 2022 Conditional Loss and Deep Euler Scheme for Time Series Generation AAAI 2022 Constrained Stochastic Nonconvex Optimization with State-dependent Markov Data NeurIPS 2022 Context Uncertainty in Contextual Bandits with Applications to Recommender Systems AAAI 2022 Continual Repeated Annealed Flow Transport Monte Carlo ICML 2022 Continuously Tempered PDMP samplers NeurIPS 2022 Contrastive Conditional Neural Processes CVPR 2022 Convergence and Stability of the Stochastic Proximal Point Algorithm with Momentum L4DC 2022