1 code implementation • 13 May 2024 • Haoyang Zheng, Hengrong Du, Qi Feng, Wei Deng, Guang Lin
Replica exchange stochastic gradient Langevin dynamics (reSGLD) is an effective sampler for non-convex learning in large-scale datasets.
no code implementations • 18 Apr 2024 • Tianshu Bao, Hengrong Du, Weiming Xiang, Taylor T. Johnson
This paper presents the syntax and semantics of a novel type of hybrid automaton (HA) with partial differential equation (PDE) dynamic, partial differential hybrid automata (PDHA).
no code implementations • 6 Feb 2024 • Yikun Bai, Rocio Diaz Martin, Hengrong Du, Ashkan Shahbazi, Soheil Kolouri
The partial Gromov-Wasserstein (PGW) problem facilitates the comparison of measures with unequal masses residing in potentially distinct metric spaces, thereby enabling unbalanced and partial matching across these spaces.
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.