optimal transport
A mathematical theory used in AI for measuring the distance between distributions, applicable in domain adaptation and generative modeling.
- A Geometry-Aware Metric for Mode Collapse in Time Series Generative Models
- An Efficient Orlicz-Sobolev Approach for Transporting Unbalanced Measures on a Graph
- Bootstrap Your Uncertainty: Adaptive Robust Classification Driven by Optimal-Transport
- Composite Flow Matching for Reinforcement Learning with Shifted-Dynamics Data
- Decreasing Entropic Regularization Averaged Gradient for Semi-Discrete Optimal Transport
- Degradation-Aware Dynamic Schrödinger Bridge for Unpaired Image Restoration
- Differentiable Generalized Sliced Wasserstein Plans
- Efficient Algorithms for Robust and Partial Semi-Discrete Optimal Transport
- EgoBridge: Domain Adaptation for Generalizable Imitation from Egocentric Human Data
- Energy Matching: Unifying Flow Matching and Energy-Based Models for Generative Modeling
- Enhancing CLIP Robustness via Cross-Modality Alignment
- Estimation of Stochastic Optimal Transport Maps
- Gaussian Herding across Pens: An Optimal Transport Perspective on Global Gaussian Reduction for 3DGS
- Generalizable Domain Adaptation for Sim-and-Real Policy Co-Training
- Inductive Domain Transfer In Misspecified Simulation-Based Inference
- Modeling Cell Dynamics and Interactions with Unbalanced Mean Field Schrödinger Bridge
- Modeling Microenvironment Trajectories on Spatial Transcriptomics with NicheFlow
- Multi-order Orchestrated Curriculum Distillation for Model-Heterogeneous Federated Graph Learning
- Non-exchangeable Conformal Prediction with Optimal Transport: Tackling Distribution Shift with Unlabeled Data
- On the Relation between Rectified Flows and Optimal Transport
- Optimizing Distributional Geometry Alignment with Optimal Transport for Generative Dataset Distillation
- Probabilistic Token Alignment for Large Language Model Fusion
- Sample and Map from a Single Convex Potential: Generation using Conjugate Moment Measures
- Solving Discrete (Semi) Unbalanced Optimal Transport with Equivalent Transformation Mechanism and KKT-Multiplier Regularization
- Stability and Oracle Inequalities for Optimal Transport Maps between General Distributions
- Statistical Analysis of the Sinkhorn Iterations for Two-Sample Schr\"{o}dinger Bridge Estimation
- Stochastic Optimization in Semi-Discrete Optimal Transport: Convergence Analysis and Minimax Rate
- Streaming Audio Generation from Discrete Tokens via Streaming Flow Matching
- Towards Pre-trained Graph Condensation via Optimal Transport
- Tree-Sliced Entropy Partial Transport
- Uncover Governing Law of Pathology Propagation Mechanism Through A Mean-Field Game
- Unsupervised Learning for Optimal Transport plan prediction between unbalanced graphs
- Variational Regularized Unbalanced Optimal Transport: Single Network, Least Action