WebHedi Xia Department of Mathematics University of California, Los Angeles Vai Suliafu Scientific Computing and Imaging (SCI) Institute University of Utah, Salt Lake City, UT, … WebView Hedi Xia’s profile on LinkedIn, the world’s largest professional community. Hedi has 1 job listed on their profile. See the complete profile on LinkedIn and discover Hedi’s …
Hedi Xia Papers With Code
WebHedi Xia∗ Department of Mathematics University of California, Los Angeles Yiwei Wang Departmemt of Applied Mathematics Illinois Institute of Technology Elena Cherkaev, Akil Narayan Department of Mathematics University of Utah Long Chen, Jack Xin Department of Mathematics University of California, Irvine Andrea L. Bertozzi, Stanley J. Osher Web8 apr 2024 · Stochastic gradient descent (SGD)-based optimizers play a key role in most deep learning models, yet the learning dynamics of the complex model remain obscure. SGD is the basic tool to optimize model parameters, and is improved in many derived forms including SGD momentum and Nesterov accelerated gradient (NAG). However, the … crocs femme talon
GRAND++: Graph Neural Diffusion with A Source Term - ICLR
WebHedi Xia, Vai Suliafu, Hangjie Ji, Tan M. Nguyen, Andrea L. Bertozzi, Stanley J. Osher, Bao Wang We propose heavy ball neural ordinary differential equations (HBNODEs), leveraging the continuous limit of the classical momentum accelerated gradient descent, to improve neural ODEs (NODEs) training and inference. Web12 dic 2024 · Hedi Xia 4 publications . Hector D. Ceniceros 4 publications . page 9. page 10. Related Research. research ∙ 01 ... In this paper we propose a HC method that combines Treelets with a projection on a feature space that is … Web28 gen 2024 · We propose GRAph Neural Diffusion with a source term (GRAND++) for graph deep learning with a limited number of labeled nodes, i.e., low-labeling rate. GRAND++ is a class of continuous-depth graph deep learning architectures whose theoretical underpinning is the diffusion process on graphs with a source term. The … buffet rocky mount