most citedOT-Transformer: A Continuous-time Transformer Architecture with Optimal Transport Regularization

1 citations · 1 across the 3 of their papers we have counts for

collaborators

3 papers

cs.LG2025

Sparse Transformer Architectures via Regularized Wasserstein Proximal Operator with Prior

Fuqun Han, Stanley Osher, Wuchen Li

In this work, we propose a sparse transformer architecture that incorporates prior information about the underlying data distribution directly into the transformer structure of the…

cs.LG2025

Neural Implicit Solution Formula for Efficiently Solving Hamilton-Jacobi Equations

Yesom Park, Stanley Osher

This paper presents an implicit solution formula for the Hamilton-Jacobi partial differential equation (HJ PDE). The formula is derived using the method of characteristics and is s…

cs.LG2025★ 1 cited

OT-Transformer: A Continuous-time Transformer Architecture with Optimal Transport Regularization

Kelvin Kan, Xingjian Li, Stanley Osher

Transformers have achieved state-of-the-art performance in numerous tasks. In this paper, we propose a continuous-time formulation of transformers. Specifically, we consider a dyna…