Stochastic Processes

Convergence of Langevin Monte Carlo in Chi-Squared and Rényi Divergence AISTATS 2022 Convergence of online k-means AISTATS 2022 Convergence Rates of Non-Convex Stochastic Gradient Descent Under a Generic Lojasiewicz Condition and Local Smoothness ICML 2022 Convex Analysis of the Mean Field Langevin Dynamics AISTATS 2022 Counterfactual Temporal Point Processes NeurIPS 2022 Data sampling affects the complexity of online SGD over dependent data UAI 2022 DDDM: A Brain-Inspired Framework for Robust Classification IJCAI 2022 Debiased Batch Normalization via Gaussian Process for Generalizable Person Re-identification AAAI 2022 Deep Decomposition for Stochastic Normal-Abnormal Transport CVPR 2022 Deep Neyman-Scott Processes AISTATS 2022 Detecting Misclassification Errors in Neural Networks with a Gaussian Process Model AAAI 2022 Detecting Textual Adversarial Examples Based on Distributional Characteristics of Data Representations ACL 2022 Detecting Unintended Memorization in Language-Model-Fused ASR Interspeech 2022 Deterministic Langevin Monte Carlo with Normalizing Flows for Bayesian Inference NeurIPS 2022 Differentiable Bayesian inference of SDE parameters using a pathwise series expansion of Brownian motion AISTATS 2022 Differentially Private Learning Needs Hidden State (Or Much Faster Convergence) NeurIPS 2022 DiffSinger: Singing Voice Synthesis via Shallow Diffusion Mechanism AAAI 2022 Diffusion-Based Voice Conversion with Fast Maximum Likelihood Sampling Scheme ICLR 2022 Dimension-free convergence rates for gradient Langevin dynamics in RKHS COLT 2022 Discrete Probabilistic Inverse Optimal Transport ICML 2022 Distributional Hamilton-Jacobi-Bellman Equations for Continuous-Time Reinforcement Learning ICML 2022 Distributionally-Aware Kernelized Bandit Problems for Risk Aversion ICML 2022 Diversified Recommendations for Agents with Adaptive Preferences NeurIPS 2022 Domain-Lifted Sampling for Universal Two-Variable Logic and Extensions AAAI 2022 DPSampler: Exact Weighted Sampling Using Dynamic Programming IJCAI 2022