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Probability

1043 directly classified papers

Papers per year

Papers

Quantifying the Empirical Wasserstein Distance to a Set of Measures: Beating the Curse of Dimensionality NIPS 2020
Fast Convergence of Langevin Dynamics on Manifold: Geodesics meet Log-Sobolev NIPS 2020
Fractal Gaussian Networks: A sparse random graph model based on Gaussian Multiplicative Chaos ICML 2020
On the (In)tractability of Computing Normalizing Constants for the Product of Determinantal Point Processes ICML 2020
On Unbalanced Optimal Transport: An Analysis of Sinkhorn Algorithm ICML 2020
Adversarial Risk via Optimal Transport and Optimal Couplings ICML 2020
Generalised Bayesian Filtering via Sequential Monte Carlo NIPS 2020
On the Similarity between the Laplace and Neural Tangent Kernels NIPS 2020
Sample Amplification: Increasing Dataset Size even when Learning is Impossible ICML 2020
A Bayesian Approach for Estimating Causal Effects from Observational Data AAAI 2020
Phase retrieval in high dimensions: Statistical and computational phase transitions NIPS 2020
Entropic Optimal Transport between Unbalanced Gaussian Measures has a Closed Form NIPS 2020
Hamiltonian Monte Carlo using an adjoint-differentiated Laplace approximation: Bayesian inference for latent Gaussian models and beyond NIPS 2020
TellTail: Fast Scoring and Detection of Dense Subgraphs AAAI 2020
Faster Wasserstein Distance Estimation with the Sinkhorn Divergence NIPS 2020
Non-separable Non-stationary random fields ICML 2020
Can We Predict the Election Outcome from Sampled Votes? AAAI 2020
Distance-Based Equilibria in Normal-Form Games AAAI 2020
Free Energy Wells and Overlap Gap Property in Sparse PCA COLT 2020
Gradient descent algorithms for Bures-Wasserstein barycenters COLT 2020
Bessel Smoothing and Multi-Distribution Property Estimation COLT 2020
Recovering Causal Structures from Low-Order Conditional Independencies AAAI 2020
Extrapolating the profile of a finite population COLT 2020
Marginal Densities, Factor Graph Duality, and High-Temperature Series Expansions AISTATS 2020
Statistical Estimation of the Poincaré constant and Application to Sampling Multimodal Distributions AISTATS 2020