Mit Kotak

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Hiya ! I am a graduate student in MIT CSE working with Tess Smidt and Saman Amarasinghe. I am hoping to bring a systems perspective to machine learning-based molecular modeling.

I did my undegrad in Engineering Physics at University of Illinois at Urbana Champaign where I was involved in numerical relativity, scientific computing and HPC middlewares. In addition to research, I also worked as an Undegraduate Research Ambassador for the Office of Undergraduate Research.

CV: here (Updated 04/2025)

Email: m[lastname]at[institution].edu

Research Projects

Undegraduate and Masters

Optimizing Tensor Products in E(3) Equivariant Networks

  • Training a Foundational Model for Materials on a Budget
    Teddy Koker, Mit Kotak, Tess Smidt
    AI4Mat @ NeurPS 2025

  • Simplifying Equivariant GPU Kernels through Tile-based Programming
    SM Thesis 2025
    PyTorch Conference 2025

  • The Price of Freedom: Exploring Tradeoffs in Equivariant Tensor Product Operations
    YuQing Xie, Ameya Daigavane, Mit Kotak, Tess Smidt
    ICML 2025

  • High-performance training and inference for deep equivariant interatomic potentials
    Chuin Wei Tan, Marc L. Descoteaux, Mit Kotak, Gabriel de Miranda Nascimento, Seán R. Kavanagh, Laura Zichi, Menghang Wang, Aadit Saluja, Yizhong R. Hu, Tess Smidt, Anders Johansson, William C. Witt, Boris Kozinsky, Albert Musaelian
    Under submission

Efficiently executing data flow graphs on GPUs

Prof. Andreas Klöckner at Center for Exascale-enabled Scramjet Design

3D Visualizations of Astrophysics Simulations

Prof. Stuart Shapiro at Illinois Relativity Group

HPC Middlewares for Geospatial Computing

Prof. Anand Padmanabhan at CyberGIS Center for Advanced Digital and Spatial Studies

  • Providing accessible software environments across science gateways and HPC
    Alexander Michels, Mit Kotak, Anand Padmanabhan, John Speaks, Shaowen Wang
    PEARC 2024

  • CyberGIS-Compute: Middleware for Democratizing Scalable Geocomputation
    Alexander Michels, Anand Padmanabhan, Zimo Xiao, Mit Kotak, Furqan Baig, Shaowen Wang
    SoftwareX Volume 26, May, 2024

  • Streamlined HPC Environments with CVMFS and CyberGIS-Compute
    Alexander Michels, Mit Kotak, Anand Padmanabhan, Shaowen Wang
    IGUIDE Forum 2023