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Optimal transport map- ping via input convex neural networks

2 Pith papers cite this work. Polarity classification is still indexing.

2 Pith papers citing it

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math.OC 2

years

2026 2

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UNVERDICTED 2

representative citing papers

Learning Monge maps with constrained drifting models

math.OC · 2026-03-26 · unverdicted · novelty 7.0

A new constrained gradient flow on the space of transport maps converges to the OT map and enables more stable and accurate training of convexity-constrained neural networks for learning Monge maps.

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Showing 2 of 2 citing papers.

  • Implicit Neural Optimal Transport via Fixed-Point Optimization math.OC · 2026-05-11 · unverdicted · none · ref 51 · 2 links

    A single-network implicit neural optimal transport method that solves the c-transform via proximal fixed-point iteration for stable, non-adversarial training.

  • Learning Monge maps with constrained drifting models math.OC · 2026-03-26 · unverdicted · none · ref 24

    A new constrained gradient flow on the space of transport maps converges to the OT map and enables more stable and accurate training of convexity-constrained neural networks for learning Monge maps.