andyjm3

AI-vs-BW

On Riemannian Optimization over Positive Definite Matrices with the Bures-Wasserstein Geometry (NeurIPS 2021)

BlockSPDOT

This repo contains code implementation of block SPD coupling manifold and its applications

DP-RiemOpt

Differentially private Riemannian optimization

GBW

This repo implements several applications of the proposed generalized Bures-Wasserstein (GBW) geometry on symmetric positive definite matrices.

nonconvex-nonconcave-mfd

This repo contains codes for the paper *Nonconvex-nonconcave min-max optimization on Riemannian manifolds*, accepted to TMLR

R-AbaVR

Riemannian variance reduction methods with batch size adaptation

rcd

Riemannian coordinate descent algorithms on matrix manifolds (ICML 2024)

RHM

Riemannian Hamiltonian methods

RiemNA

Riemannian acceleration via extrapolation

SLTrain

SLTrain: a sparse plus low-rank approach for parameter and memory efficient pretraining (NeurIPS 2024)

andyjm3/SLTrain

SLTrain: a sparse plus low-rank approach for parameter and memory efficient pretraining (NeurIPS 2024)

andyjm3/AI-vs-BW

On Riemannian Optimization over Positive Definite Matrices with the Bures-Wasserstein Geometry (NeurIPS 2021)

andyjm3/rcd

Riemannian coordinate descent algorithms on matrix manifolds (ICML 2024)

andyjm3/BlockSPDOT

This repo contains code implementation of block SPD coupling manifold and its applications

andyjm3/DP-RiemOpt

Differentially private Riemannian optimization

andyjm3/GBW

This repo implements several applications of the proposed generalized Bures-Wasserstein (GBW) geometry on symmetric positive definite matrices.

andyjm3/nonconvex-nonconcave-mfd

This repo contains codes for the paper *Nonconvex-nonconcave min-max optimization on Riemannian manifolds*, accepted to TMLR

andyjm3/R-AbaVR

Riemannian variance reduction methods with batch size adaptation

andyjm3/RHM

Riemannian Hamiltonian methods

andyjm3/RiemNA

Riemannian acceleration via extrapolation

andyjm3/rieoptax

Riemannian Optimization Using JAX

andyjm3/SVD-GCN