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Optimal Transport

367 directly classified papers

Papers per year

Papers

Manifold Interpolating Optimal-Transport Flows for Trajectory Inference NIPS 2022
(f,Gamma)-Divergences: Interpolating between f-Divergences and Integral Probability Metrics JMLR 2022
On the Complexity of Approximating Multimarginal Optimal Transport JMLR 2022
On the Efficiency of Entropic Regularized Algorithms for Optimal Transport JMLR 2022
Multimodal Learning Using Optimal Transport for Sarcasm and Humor Detection WACV 2022
KNOT: Knowledge Distillation Using Optimal Transport for Solving NLP Tasks COLING 2022
Cryptocurrency Bubble Detection: A New Stock Market Dataset, Financial Task & Hyperbolic Models NAACL 2022
Unified Optimal Transport Framework for Universal Domain Adaptation NIPS 2022
Statistical, Robustness, and Computational Guarantees for Sliced Wasserstein Distances NIPS 2022
Optimal Efficiency-Envy Trade-Off via Optimal Transport NIPS 2022
Learning to Re-weight Examples with Optimal Transport for Imbalanced Classification NIPS 2022
Parameter tuning and model selection in Optimal Transport with semi-dual Brenier formulation NIPS 2022
Aligning individual brains with fused unbalanced Gromov Wasserstein NIPS 2022
Unsupervised Ground Metric Learning Using Wasserstein Singular Vectors ICML 2022
Batch Greenkhorn Algorithm for Entropic-Regularized Multimarginal Optimal Transport: Linear Rate of Convergence and Iteration Complexity ICML 2022
Entropic Gromov-Wasserstein between Gaussian Distributions ICML 2022
Distribution Regression with Sliced Wasserstein Kernels ICML 2022
On Transportation of Mini-batches: A Hierarchical Approach ICML 2022
Improving Mini-batch Optimal Transport via Partial Transportation ICML 2022
Debiaser Beware: Pitfalls of Centering Regularized Transport Maps ICML 2022
Re-evaluating Word Mover’s Distance ICML 2022
Linear-Time Gromov Wasserstein Distances using Low Rank Couplings and Costs ICML 2022
Accurate Quantization of Measures via Interacting Particle-based Optimization ICML 2022
Score-based Generative Modeling Secretly Minimizes the Wasserstein Distance NIPS 2022
Posistive-Unlabeled Learning via Optimal Transport and Margin Distribution IJCAI 2022