Dhairya Gandhi #

CV

I am a Senior Software Engineer at JuliaHub. My current work focuses on symbolic-numeric compilers for dynamical systems and surrogate modeling for real-world physical systems using Scientific Machine Learning (SciML). I also work on designing modern agentic workflows geared towards industrial applications for physics based modeling and simulation.

I was a core developer and maintainer of FluxML, a high-performance yet composable Machine Learning library in the Julia programming Language including Zygote, the automatic differentiation library that underpins SciML research tooling in Julia at large.

I can be reached at my GitHub profile or feel free to write me a mail, I am happy to collaborate!

Select Publications and Workshops #

• Improving process systems engineering with specialized multi-agent large language models

Fernando Arrais R.D. Lima, Anas Abdelrehim, Ashutosh Bharambe, Marius Micluţa-Câmpeanu, Dhairya Gandhi, Anshul Singhvi, Venkateshprasad Bhat, Morten Piibeleht, Argimiro R. Secchi, Maurício B. de Souza Jr., M. Enis Leblebici, Christopher Rackauckas, Idelfonso B.R. Nogueira

• Active Learning Enhanced Surrogate Modeling of Jet Engines in JuliaSim

Anas Abdelrehim, Dhairya Gandhi, Sharan Yalburgi, Ashutosh Bharambe, Ranjan Anantharaman and Christopher V. Rackauckas

• Nonequilibrium Electrochemical Phase Maps: Beyond Butler–Volmer Kinetics

Rachel C. Kurchin, Dhairya Gandhi, Venkatasubramanian Viswanathan

• Modern Machine Learning with Flux: Computing Brazil, Brazilian Computer Society 2019

Dhairya Gandhi, Keno Fischer, Michael J Innes, Elliot Saba, Viral B. Shah

• Score-Based Generative Models for Molecule Generation: ML4Molecules, NeurIPS 2021

Dwaraknath Gnaneshwar, Bharath Ramsundar, Dhairya Gandhi, Venkat Viswanathan

• Fashionable Modelling with Flux: Systems for ML, NeurIPS 2018

Michael J Innes, Elliot Saba, Keno Fischer, Dhairya Gandhi, Marco Concetto Rudilosso, Neethu Mariya Joy, Tejan Karmali, Avik Pal, Viral B. Shah

• ACED: Accelerated Computational Electrochemical Systems Discovery: ML for Climate Change, NeurIPS 2020

Rachel C Kurchin, Eric Muckley, Lance Kavalsky, Vinay Hegde, Dhairya Gandhi, Xiaoyu Sun, Matthew Johnson, Alan Edelman, James Saal, Christopher V Rackauckas, Bryce Meredig, Viral Shah, Venkat Viswanathan

• Julia - A Differentiable Programming Language for Machine Learning: iX Special (Heise) 2020

Keno Fischer, Dhairya Gandhi, Sebastian Pfitzner (Julia Computing)