Probability

Generalization bounds for mixing processes via delayed online-to-PAC conversions ALT 2025 Geodesic Slice Sampling on the Sphere JMLR 2025 Gradient Methods with Online Scaling COLT 2025 How Discrete and Continuous Diffusion Meet: Comprehensive Analysis of Discrete Diffusion Models via a Stochastic Integral Framework ICLR 2025 How Likely Are Two Voting Rules Different? UAI 2025 How to Verify Any (Reasonable) Distribution Property: Computationally Sound Argument Systems for Distributions ICLR 2025 Hyperparameter Optimization via Interacting with Probabilistic Circuits AutoML 2025 Identifiability and Estimation in High-Dimensional Nonparametric Latent Structure Models COLT 2025 Importance Corrected Neural JKO Sampling ICML 2025 Improved Algorithms for Effective Resistance Computation on Graphs COLT 2025 Improved Rank Aggregation Under Fairness Constraint IJCAI 2025 Improved Sample Complexity for Private Nonsmooth Nonconvex Optimization ICML 2025 Is Transductive Learning Equivalent to PAC Learning? ALT 2025 Kernel Quantile Embeddings and Associated Probability Metrics ICML 2025 Laplace Meets Moreau: Smooth Approximation to Infimal Convolutions Using Laplace's Method JMLR 2025 Learning DNF through Generalized Fourier Representations COLT 2025 Learning Likelihood-Free Reference Priors ICML 2025 Learning multivariate Gaussians with imperfect advice ICML 2025 Learning Neural Jump Stochastic Differential Equations with Latent Graph for Multivariate Temporal Point Processes IJCAI 2025 Linearized Wasserstein Barycenters: Synthesis, Analysis, Representational Capacity, and Applications AISTATS 2025 Logarithmic regret of exploration in average reward Markov decision processes COLT 2025 Low coordinate degree algorithms II: Categorical signals and generalized stochastic block models COLT 2025 Lower Bounds for Private Estimation of Gaussian Covariance Matrices under All Reasonable Parameter Regimes COLT 2025 Monte-Carlo Tree Search with Uncertainty Propagation via Optimal Transport ICML 2025 Near Optimal Best Arm Identification for Clustered Bandits ICML 2025