Probability

A Separation in Heavy-Tailed Sampling: Gaussian vs. Stable Oracles for Proximal Samplers NeurIPS 2024 A Specialized Semismooth Newton Method for Kernel-Based Optimal Transport AISTATS 2024 A Variational Autoencoder for Neural Temporal Point Processes with Dynamic Latent Graphs AAAI 2024 Backward Filtering Forward Deciding in Linear Non-Gaussian State Space Models AISTATS 2024 Bayes-optimal learning of an extensive-width neural network from quadratically many samples NeurIPS 2024 BBScore: A Brownian Bridge Based Metric for Assessing Text Coherence AAAI 2024 Best Arm Identification for Stochastic Rising Bandits ICML 2024 Beyond Implicit Bias: The Insignificance of SGD Noise in Online Learning ICML 2024 Breaking the Heavy-Tailed Noise Barrier in Stochastic Optimization Problems AISTATS 2024 Cauchy Graphical Models PGM 2024 Characterization of translation invariant MMD on Rd and connections with Wasserstein distances JMLR 2024 Combinatorial Stochastic-Greedy Bandit AAAI 2024 Concentration and Moment Inequalities for General Functions of Independent Random Variables with Heavy Tails JMLR 2024 Concentration of empirical barycenters in metric spaces ALT 2024 Conditional Adjustment in a Markov Equivalence Class AISTATS 2024 Conformal Predictions under Markovian Data ICML 2024 Contraction of Markovian Operators in Orlicz Spaces and Error Bounds for Markov Chain Monte Carlo (Extended Abstract) COLT 2024 Correction to "Wasserstein distance estimates for the distributions of numerical approximations to ergodic stochastic differential equations" JMLR 2024 Correlated Binomial Process COLT 2024 Counting Stars is Constant-Degree Optimal For Detecting Any Planted Subgraph: Extended Abstract COLT 2024 Criterion Collapse and Loss Distribution Control ICML 2024 Cryptographic Hardness of Score Estimation NeurIPS 2024 Data-Driven Confidence Intervals with Optimal Rates for the Mean of Heavy-Tailed Distributions AISTATS 2024 Debiased Distribution Compression ICML 2024 Deep Copula-Based Survival Analysis for Dependent Censoring with Identifiability Guarantees AAAI 2024