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Yingbo Ma
Yingbo Ma
Julia Computing
Dirección de correo verificada de juliacomputing.com - Página principal
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Universal differential equations for scientific machine learning
C Rackauckas, Y Ma, J Martensen, C Warner, K Zubov, R Supekar, ...
arXiv preprint arXiv:2001.04385, 2020
6212020
Diffeqflux. jl-A julia library for neural differential equations
C Rackauckas, M Innes, Y Ma, J Bettencourt, L White, V Dixit
arXiv preprint arXiv:1902.02376, 2019
1472019
A comparison of automatic differentiation and continuous sensitivity analysis for derivatives of differential equation solutions
Y Ma, V Dixit, MJ Innes, X Guo, C Rackauckas
2021 IEEE High Performance Extreme Computing Conference (HPEC), 1-9, 2021
1452021
Stiff neural ordinary differential equations
S Kim, W Ji, S Deng, Y Ma, C Rackauckas
Chaos: An Interdisciplinary Journal of Nonlinear Science 31 (9), 2021
1202021
Modelingtoolkit: A composable graph transformation system for equation-based modeling
Y Ma, S Gowda, R Anantharaman, C Laughman, V Shah, C Rackauckas
arXiv preprint arXiv:2103.05244, 2021
752021
Neuralpde: Automating physics-informed neural networks (pinns) with error approximations
K Zubov, Z McCarthy, Y Ma, F Calisto, V Pagliarino, S Azeglio, L Bottero, ...
arXiv preprint arXiv:2107.09443, 2021
742021
High-performance symbolic-numerics via multiple dispatch
S Gowda, Y Ma, A Cheli, M Gwóźzdź, VB Shah, A Edelman, ...
ACM Communications in Computer Algebra 55 (3), 92-96, 2022
522022
Accelerated predictive healthcare analytics with pumas, a high performance pharmaceutical modeling and simulation platform
C Rackauckas, Y Ma, A Noack, V Dixit, PK Mogensen, S Byrne, ...
BioRxiv, 2020.11. 28.402297, 2020
392020
Opening the blackbox: Accelerating neural differential equations by regularizing internal solver heuristics
A Pal, Y Ma, V Shah, CV Rackauckas
International Conference on Machine Learning, 8325-8335, 2021
372021
Universal differential equations for scientific machine learning. arXiv
C Rackauckas, Y Ma, J Martensen, C Warner, K Zubov, R Supekar, ...
arXiv preprint arXiv:2001.04385, 2020
282020
Accelerating simulation of stiff nonlinear systems using continuous-time echo state networks
R Anantharaman, Y Ma, S Gowda, C Laughman, V Shah, A Edelman, ...
arXiv preprint arXiv:2010.04004, 2020
272020
Composing modeling and simulation with machine learning in Julia
C Rackauckas, M Gwozdz, A Jain, Y Ma, F Martinuzzi, U Rajput, E Saba, ...
2022 Annual Modeling and Simulation Conference (ANNSIM), 1-17, 2022
202022
Universal differential equations for scientific machine learning. arXiv 2020
C Rackauckas, Y Ma, J Martensen, C Warner, K Zubov, R Supekar, ...
arXiv preprint arXiv:2001.04385, 2001
192001
Catalyst: fast biochemical modeling with Julia
TE Loman, Y Ma, V Ilin, S Gowda, N Korsbo, N Yewale, C Rackauckas, ...
bioRxiv, 2022.07. 30.502135, 2022
122022
jl-A julia library for neural differential equations. arXiv 2019
C Rackauckas, M Innes, Y Ma, J Bettencourt, L White, VD Dixit
arXiv preprint arXiv:1902.02376, 0
10
Universal differential equations for scientific machine learning. arXiv preprint 2020
C Rackauckas, Y Ma, J Martensen, C Warner, K Zubov, R Supekar, ...
arXiv preprint arXiv:2001.04385, 2001
72001
Constrained smoothers for state estimation of vapor compression cycles
VM Deshpande, CR Laughman, Y Ma, C Rackauckas
2022 American Control Conference (ACC), 2333-2340, 2022
62022
Automated translation and accelerated solving of differential equations on multiple GPU platforms
U Utkarsh, V Churavy, Y Ma, T Besard, P Srisuma, T Gymnich, ...
Computer Methods in Applied Mechanics and Engineering 419, 116591, 2024
52024
Composable and reusable neural surrogates to predict system response of causal model components
R Anantharaman, A Abdelrehim, F Martinuzzi, S Yalburgi, E Saba, ...
AAAI 2022 Workshop on AI for Design and Manufacturing (ADAM), 2021
52021
Sparsity programming: Automated sparsity-aware optimizations in differentiable programming
S Gowda, Y Ma, V Churavy, A Edelman, C Rackauckas
Program Transformations for ML Workshop at NeurIPS 2019, 2019
42019
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Artículos 1–20