20 citations · 192 across the 51 of their papers we have counts for
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Discrete Gromov-Wasserstein Duality: Algorithms and Isomorphism Testing
Gabriel Rioux, Joanna Marks, Riccardo Passeggeri +1
The Gromov-Wasserstein (GW) distance provides a principled framework for aligning metric measure (mm) spaces based solely on their intrinsic structure. Its ability to identify isom…
Probabilistic Representation and Convergence of Gromov-Wasserstein Gradient Flows
Venkatkrishna Karumanchi, Ziv Goldfeld, Kengo Kato +1
Wasserstein gradient flows are intimately connected with evolution partial differential equations and diffusion processes. We take the first step in developing such connections for…
Sliced Inner Product Gromov-Wasserstein Distances
Xiaoyun Gong, Gabriel Rioux, Ziv Goldfeld
The Gromov-Wasserstein (GW) problem provides a framework for aligning heterogeneous datasets by matching their intrinsic geometry, but its statistical and computational scaling rem…
PLOT: Progressive Localization via Optimal Transport in Neural Causal Abstraction
Jonathn Chang, Arya Datla, Ziv Goldfeld
Causal abstraction offers a principled framework for mechanistic interpretability, aligning a high-level causal model with low-level neural computation through interchange interven…