Spherical Tree-Sliced Wasserstein Distance

1 code implementation • 14 Mar 2025 • Hoang V. Tran, Thanh T. Chu, Khoi N. M. Nguyen, Trang Pham, Tam Le, Tan M. Nguyen

Inspired by this approach, in this paper, we present an adaptation of tree systems on OT problems for measures supported on a sphere.

Self-Supervised Learning

Distance-Based Tree-Sliced Wasserstein Distance

1 code implementation • 14 Mar 2025 • Hoang V. Tran, Khoi N. M. Nguyen, Trang Pham, Thanh T. Chu, Tam Le, Tan M. Nguyen

However, projecting measures onto low-dimensional spaces can lead to a loss of topological information.

Computational Efficiency

Monomial Matrix Group Equivariant Neural Functional Networks

1 code implementation • 18 Sep 2024 • Hoang V. Tran, Thieu N. Vo, Tho H. Tran, An T. Nguyen, Tan M. Nguyen

We name our new family of NFNs the Monomial Matrix Group Equivariant Neural Functional Networks (Monomial-NFN).