conftrace_

probability measure

59 papers

Explore in graph

Co-occurring keywords

optimal transport (948) kernel methods (1097) wasserstein distance (417) reproducing kernel hilbert space (334) wasserstein barycenter (46) gradient flow (142) maximum mean discrepancy (164) gradient descent (1144) probability distribution (265) variational inference (2069)

Papers

Modeling from Features: a Mean-field Framework for Over-parameterized Deep Neural Networks COLT 2021
Flow-based Alignment Approaches for Probability Measures in Different Spaces AISTATS 2021
Modified Frank Wolfe in Probability Space NIPS 2021
Projection Robust Wasserstein Distance and Riemannian Optimization NIPS 2020
Quantitative stability of optimal transport maps and linearization of the 2-Wasserstein space AISTATS 2020
Gradient descent algorithms for Bures-Wasserstein barycenters COLT 2020
Synchronizing Probability Measures on Rotations via Optimal Transport CVPR 2020
Riemannian Continuous Normalizing Flows NIPS 2020
Deep Diffusion-Invariant Wasserstein Distributional Classification NIPS 2020
Sinkhorn Natural Gradient for Generative Models NIPS 2020
Fixed-Support Wasserstein Barycenters: Computational Hardness and Fast Algorithm NIPS 2020
Interior-Point Methods Strike Back: Solving the Wasserstein Barycenter Problem NIPS 2019
Elliptical Perturbations for Differential Privacy NIPS 2019
Probabilistic Multilevel Clustering via Composite Transportation Distance AISTATS 2019
Probability Functional Descent: A Unifying Perspective on GANs, Variational Inference, and Reinforcement Learning ICML 2019
Stochastic Deep Networks ICML 2019
Kernel Distribution Embeddings: Universal Kernels, Characteristic Kernels and Kernel Metrics on Distributions JMLR 2018
Policy Optimization as Wasserstein Gradient Flows ICML 2018
Robust and Scalable Bayes via a Median of Subset Posterior Measures JMLR 2017
Multilevel Clustering via Wasserstein Means ICML 2017
Principal Geodesic Analysis for Probability Measures under the Optimal Transport Metric NIPS 2015
Learning with a Wasserstein Loss NIPS 2015
Fast Two-Sample Testing with Analytic Representations of Probability Measures NIPS 2015
Towards an Axiomatic Approach to Hierarchical Clustering of Measures JMLR 2015
Fast Computation of Wasserstein Barycenters ICML 2014