3 papers
cs.DC2026
Accelerating Birkhoff Projection for Manifold-Constrained Hyper-Connections
Chenrui Wang, Yixuan Qiu
Manifold-constrained hyper-connections (mHCs) have recently been proposed as a principled extension of hyper-connections, where the residual mixing matrices are constrained to be d…
cs.MS2026
cuRegOT: A GPU-Accelerated Solver for Entropic-Regularized Optimal Transport
Yixuan Qiu
Optimal transport (OT) has emerged as a fundamental tool in modern machine learning, yet its computational cost remains a significant bottleneck for large-scale applications. While…
stat.ML2024
Adaptive Learning of the Latent Space of Wasserstein Generative Adversarial Networks
Yixuan Qiu, Qingyi Gao, Xiao Wang
Generative models based on latent variables, such as generative adversarial networks (GANs) and variational auto-encoders (VAEs), have gained lots of interests due to their impress…