no code implementations • 6 Jan 2024 • Wei Deng, Yu Chen, Nicole Tianjiao Yang, Hengrong Du, Qi Feng, Ricky T. Q. Chen
Diffusion models have become the go-to method for large-scale generative models in real-world applications.
no code implementations • 5 Nov 2023 • Nicole Tianjiao Yang, Tomoyuki Ichiba
We establish a conditional McKean-Vlasov system to study the market dynamics coupled with investors.
1 code implementation • 12 May 2023 • Yu Chen, Wei Deng, Shikai Fang, Fengpei Li, Nicole Tianjiao Yang, Yikai Zhang, Kashif Rasul, Shandian Zhe, Anderson Schneider, Yuriy Nevmyvaka
We show that optimizing the transport cost improves the performance and the proposed algorithm achieves the state-of-the-art result in healthcare and environmental data while exhibiting the advantage of exploring both temporal and feature patterns in probabilistic time series imputation.
1 code implementation • 8 Mar 2023 • Paul Hagemann, Sophie Mildenberger, Lars Ruthotto, Gabriele Steidl, Nicole Tianjiao Yang
We thereby intend to obtain diffusion models that generalize across different resolution levels and improve the efficiency of the training process.