52 citations · 103 across the 12 of their papers we have counts for
Showing 2024Show all
2 papers · 1 filter
math.NA2024
Error Analysis of Three-Layer Neural Network Trained with PGD for Deep Ritz Method
Yuling Jiao, Yanming Lai, Yang Wang
Machine learning is a rapidly advancing field with diverse applications across various domains. One prominent area of research is the utilization of deep learning techniques for so…
stat.ML2024★ 1 cited
Convergence Analysis of Flow Matching in Latent Space with Transformers
Yuling Jiao, Yanming Lai, Yang Wang +1
We present theoretical convergence guarantees for ODE-based generative models, specifically flow matching. We use a pre-trained autoencoder network to map high-dimensional original…