1
Reflected Schr\"odinger Bridge Matching
反射边界条件下Schrödinger桥匹配新方法，拓展最优传输理论在约束域的应用。
arXiv:2607.03626v1 Announce Type: new Abstract: Recent advances in generative modeling have enabled the efficient computation of Schr\"odinger bridges…
2
A Riemannian Approach to Low-Rank Optimal Transport
将低秩最优传输问题转化为黎曼流形上的优化，显著提升计算效率与可扩展性，理论突破值得关注。
arXiv:2606.12120v1 Announce Type: new Abstract: Low-rank optimal transport (OT) mitigates the quadratic scaling of classical solvers, yet existing app…
3
Optimal Transport under Group Fairness Constraints
群组公平约束下最优传输新框架，ICML 2026 Spotlight论文，理论深度与实践价值兼备。
arXiv:2601.07144v3 Announce Type: replace-cross Abstract: Ensuring fairness in matching algorithms is a key challenge in allocating scarce resources a…
4
DOT-MoE: Differentiable Optimal Transport for MoEfication
用可微分最优传输优化MoE架构，提升大模型推理效率且训练更稳定。
arXiv:2606.01666v1 Announce Type: new Abstract: The scaling of Large Language Models (LLMs) has driven significant performance gains but created subst…
5
Counterfactually Fair Regression via Optimal Transport
用最优传输理论实现反事实公平回归，为机器学习模型去除偏见提供新方法。
arXiv:2605.28251v1 Announce Type: cross Abstract: We consider the problem of learning a counterfactually fair regressor. We adopt a causal uncertainty…
6
Spherical Harmonic Optimal Transport: Application to Climate Models Comparisons
利用球谐函数加速最优传输计算，降低流形上成本，精准比较气候模型差异。
arXiv:2605.18389v1 Announce Type: new Abstract: Optimal transport provides a powerful framework for comparing measures while respecting the geometry o…
7
Geometrically Constrained Stenosis Editing in Coronary Angiography via Entropic Optimal Transport
利用熵最优传输实现几何约束的冠状动脉狭窄编辑，为医学影像数据增强提供新思路，有望突破数据稀缺瓶颈，提升自动检测的泛化能力。
arXiv:2605.08851v2 Announce Type: replace-cross Abstract: The scarcity of high-quality imaging data for coronary angiography (CAG) stenosis limits the…