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Adeesh Kolluru

3 accepted papers

2024

From Molecules to Materials: Pre-training Large Generalizable Models for Atomic Property Prediction

ICLR 2024poster

Foundation models have been transformational in machine learning fields such as natural language processing and computer vision. Similar success in atomic property prediction has been limited due to the challenges of training effective models across multiple chemical domains. To address this, we int…

2022

Spherical Channels for Modeling Atomic Interactions

NeurIPS 2022accept

Modeling the energy and forces of atomic systems is a fundamental problem in computational chemistry with the potential to help address many of the world’s most pressing problems, including those related to energy scarcity and climate change. These calculations are traditionally performed using Dens…