Research Papers

polyGen: A Learning Framework for Atomic-level Polymer Structure Generation

Preprint
arXiv preprint arXiv:2504.17656, 2025
Authors: Ayush Jain, Rampi Ramprasad

A physics-enforced neural network to predict polymer melt viscosity

Article arXiv Code
npj Computational Materials, 11(1), 42, 2025
Authors: Ayush Jain, Rishi Gurnani, Arunkumar Rajan, H. Jerry Qi, Rampi Ramprasad

LatticeGraphNet: a two-scale graph neural operator for simulating lattice structures

Article arXiv Blog
Engineering with Computers, 1-16, 2024
Authors: Ayush Jain, Ehsan Haghighat, Sai Nelaturi

Fast and Efficient Fabrication of Functional Electronic Devices through Grayscale Digital Light Processing 3D Printing

Article
Advanced Materials, 36(46), 2408774, 2024
Authors: Farzad Gholami, Liang Yue, Mingzhe Li, Ayush Jain, Akhlak Mahmood, Marcus Fratarcangeli, Rampi Ramprasad, H. Jerry Qi

Machine-Guided Discovery of Acrylate Photopolymer Compositions

Article
ACS Applied Materials & Interfaces, 16(14), 17992-18000, 2024
Authors: Ayush Jain, Connor D. Armstrong, V. Roshan Joseph, Rampi Ramprasad, H. Jerry Qi

Electrolyte melt infiltration for scalable manufacturing of inorganic all-solid-state lithium-ion batteries

Article
Nature Materials, 20(7), 984-990, 2021
Authors: Y. Xiao, K. Turcheniuk, A. Narla, A.Y. Song, X. Ren, A. Magasinski, A. Jain, et al.

Talks/Posters

A physics-enforced neural network to predict polymer melt viscosity

Poster
NEURIPS AI4Mat Workshop, December 2024

LatticeGraphNet: a two-scale graph neural operator for simulating lattice structures

Tech Talk @ PhysicsX, October 2024
Oral Presentation

Graph Neural Networks: AI for Simulation

Machine Learning @ GT Student Conference, August 2024
Oral Presentation

Machine-Guided Discovery of Acrylate Photopolymer Compositions

American Chemical Society, August 2024
Oral Presentation

Physics Informed Machine Learning for Polymer Viscosity

Oral
Materials Research Society, December 2022