Probability

Tuning-free Estimation and Inference of Cumulative Distribution Function under Local Differential Privacy ICML 2024 Universal Exact Compression of Differentially Private Mechanisms NeurIPS 2024 Validating Climate Models with Spherical Convolutional Wasserstein Distance NeurIPS 2024 Variance estimation in compound decision theory under boundedness NeurIPS 2024 What is the Long-Run Distribution of Stochastic Gradient Descent? A Large Deviations Analysis ICML 2024 When is a Language Process a Language Model? ACL 2024 Zipper: Addressing Degeneracy in Algorithm-Agnostic Inference NeurIPS 2024 A/B Testing in Network Data with Covariate-Adaptive Randomization ICML 2023 Accelerating Hamiltonian Monte Carlo via Chebyshev Integration Time ICLR 2023 Adaptive Cholesky Gaussian Processes AISTATS 2023 Adaptive Riemannian stochastic gradient descent and reparameterization for Gaussian mixture model fitting ACML 2023 Adaptive Tuning for Metropolis Adjusted Langevin Trajectories AISTATS 2023 A Fast Algorithm for Computing Prefix Probabilities ACL 2023 A Faster Practical Approximation Scheme for the Permanent AAAI 2023 A Faster Sampler for Discrete Determinantal Point Processes AISTATS 2023 A High-dimensional Convergence Theorem for U-statistics with Applications to Kernel-based Testing COLT 2023 Algorithmic Gaussianization through Sketching: Converting Data into Sub-gaussian Random Designs COLT 2023 A Lower Bound for Linear and Kernel Regression with Adaptive Covariates COLT 2023 A Measure-Theoretic Axiomatisation of Causality NeurIPS 2023 A Nearly Tight Bound for Fitting an Ellipsoid to Gaussian Random Points COLT 2023 An Homogeneous Unbalanced Regularized Optimal Transport Model with Applications to Optimal Transport with Boundary AISTATS 2023 A Permutation-Free Kernel Independence Test JMLR 2023 Approximate Heavy Tails in Offline (Multi-Pass) Stochastic Gradient Descent NeurIPS 2023 Asymptotic confidence sets for random linear programs COLT 2023 Attribute-Efficient PAC Learning of Low-Degree Polynomial Threshold Functions with Nasty Noise ICML 2023