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Career

· Research Affiliate (Co-PI of the Julia Lab), Massachusetts Institute of Technology, CSAIL2020–

Publications (89)

DifferentialEquations.jl – A Performant and Feature-Rich Ecosystem for Solving Differential Equations in Julia
Journal of Open Research Software · 2017
1,546
cited
Universal Differential Equations for Scientific Machine Learning
arXiv.org · 2020
715
cited
Differentiable modelling to unify machine learning and physical models for geosciences
Nature Reviews Earth & Environment · 2023
260
cited
A Differentiable Programming System to Bridge Machine Learning and Scientific Computing
arXiv.org · 2019
204
cited
A Comparison of Automatic Differentiation and Continuous Sensitivity Analysis for Derivatives of Differential Equation Solutions
IEEE Conference on High Performance Extreme Computing · 2018
154
cited
DiffEqFlux.jl - A Julia Library for Neural Differential Equations
arXiv.org · 2019
126
cited
ModelingToolkit: A Composable Graph Transformation System For Equation-Based Modeling
arXiv.org · 2021
114
cited
NeuralPDE: Automating Physics-Informed Neural Networks (PINNs) with Error Approximations
arXiv.org · 2021
97
cited
ADAPTIVE METHODS FOR STOCHASTIC DIFFERENTIAL EQUATIONS VIA NATURAL EMBEDDINGS AND REJECTION SAMPLING WITH MEMORY.
Discrete and continuous dynamical systems. Series B · 2017
78
cited
High-performance symbolic-numerics via multiple dispatch
ACM Communications in Computer Algebra · 2021
77
cited
Plots.jl - a user extendable plotting API for the julia programming language
Journal of Open Research Software · 2022
61
cited
Accelerated Predictive Healthcare Analytics with Pumas, A High Performance Pharmaceutical Modeling and Simulation Platform
bioRxiv · 2020
57
cited
Automatic Differentiation of Programs with Discrete Randomness
Neural Information Processing Systems · 2022
48
cited
A Machine Learning-Aided Global Diagnostic and Comparative Tool to Assess Effect of Quarantine Control in COVID-19 Spread
Patterns · 2020
43
cited
GlobalSensitivity.jl: Performant and Parallel Global Sensitivity Analysis with Julia
Journal of Open Source Software · 2022
41
cited
Noise modulation in retinoic acid signaling sharpens segmental boundaries of gene expression in the embryonic zebrafish hindbrain
eLife · 2016
41
cited
Opening the Blackbox: Accelerating Neural Differential Equations by Regularizing Internal Solver Heuristics
International Conference on Machine Learning · 2021
41
cited
Capturing missing physics in climate model parameterizations using neural differential equations.
2020
39
cited
Confederated Modular Differential Equation APIs for Accelerated Algorithm Development and Benchmarking
Advances in Engineering Software · 2018
39
cited
Two heads are better than one: current landscape of integrating QSP and machine learning
Journal of Pharmacokinetics and Pharmacodynamics · 2022
38
cited
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