Probability

A Unified Recipe for Deriving (Time-Uniform) PAC-Bayes Bounds JMLR 2023 Automatically marginalized MCMC in probabilistic programming ICML 2023 Bayesian Extensive-Rank Matrix Factorization with Rotational Invariant Priors NeurIPS 2023 Bregman Deviations of Generic Exponential Families COLT 2023 Complexity of Block Coordinate Descent with Proximal Regularization and Applications to Wasserstein CP-dictionary Learning ICML 2023 Complexity of High-Dimensional Identity Testing with Coordinate Conditional Sampling COLT 2023 Computational Guarantees for Doubly Entropic Wasserstein Barycenters NeurIPS 2023 Computing Divergences between Discrete Decomposable Models AAAI 2023 Concentration analysis of multivariate elliptic diffusions JMLR 2023 Condition-number-independent Convergence Rate of Riemannian Hamiltonian Monte Carlo with Numerical Integrators COLT 2023 Conformal Frequency Estimation using Discrete Sketched Data with Coverage for Distinct Queries JMLR 2023 Controlling Wasserstein Distances by Kernel Norms with Application to Compressive Statistical Learning JMLR 2023 Data-driven memory-dependent abstractions of dynamical systems L4DC 2023 Data-driven Optimal Filtering for Linear Systems with Unknown Noise Covariances NeurIPS 2023 Detecting Multivariate Time Series Anomalies with Zero Known Label AAAI 2023 Detection-Recovery and Detection-Refutation Gaps via Reductions from Planted Clique COLT 2023 Dimensionality Reduction and Wasserstein Stability for Kernel Regression JMLR 2023 Dimension-Grouped Mixed Membership Models for Multivariate Categorical Data JMLR 2023 Distribution-dependent McDiarmid-type Inequalities for Functions of Unbounded Interaction ICML 2023 Efficient displacement convex optimization with particle gradient descent ICML 2023 Energy-Based Sliced Wasserstein Distance NeurIPS 2023 Estimating Koopman operators with sketching to provably learn large scale dynamical systems NeurIPS 2023 Evaluating Generative Networks Using Gaussian Mixtures of Image Features WACV 2023 Fast Conditional Mixing of MCMC Algorithms for Non-log-concave Distributions NeurIPS 2023 Fast Optimal Transport through Sliced Generalized Wasserstein Geodesics NeurIPS 2023