When do explicit penalties improve flow matching?
stat.ML, cs.LG, math.ST, stat.TH
Submitted: 2026-10-11
Updated: 2026-10-11
Terminology
Sources
- Convergence of Diffusion Models Under the Manifold Hypothesis in High-Dimensions
- Generalization Bounds for Flow-matching Generative Models for Intrinsically Low-dimensional Data
- F5-TTS: A Fairytaler that Fakes Fluent and Faithful Speech with Flow Matching
- Physics-Constrained Adaptive Flow Matching for Climate Downscaling
- Convergence of Continuous Normalizing Flows for Learning Probability Distributions
- Theoretical Guarantees for High Order Trajectory Refinement in Generative Flows
- Flow Matching is Adaptive to Manifold Structures
- Statistical Properties of Rectified Flow
- Lipschitz regularity in Flow Matching and Diffusion Models: sharp sampling rates and functional inequalities
- Bridging Simulators with Conditional Optimal Transport
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