206 citations · 819 across the 79 of their papers we have counts for
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LLM Meets Diffusion: A Hybrid Framework for Crystal Material Generation
Subhojyoti Khastagir, Kishalay Das, Pawan Goyal +3
Recent advances in generative modeling have shown significant promise in designing novel periodic crystal structures. Existing approaches typically rely on either large language mo…
Role of Oxygen during Methane Oxidation on Pd/PdO@CeO Surface: A Combined Density Functional Theory, Microkinetic, and Machine Learning Approach
Shalini Tomar, Hojin Jeong, Joon Hwan Choi +2
This work explores the role of oxygen in industrial methane oxidation. Oxygen, a well-known oxidizing agent, drives CH conversion to CO and HO. We report how oxygen inf…
Mechanistic Insights into Complete Methane Oxidation on Single-Atom Pd Supported by SSZ-13 Zeolite: A First-Principles Study
Anuroopa Behatha, Shalini Tomar, Hojin Jeong +3
Complete catalytic oxidation of methane is an effective strategy for greenhouse gas mitigation and clean energy conversion; yet, ensuring both high catalytic activity and stability…
Quantum Simulations of Battery Electrolytes with VQE-qEOM and SQD: Active-Space Design, Dissociation, and Excited States of LiPF, NaPF, and FSI Salts
Sk Mujaffar Hossain, Seung-Cheol Lee, Satadeep Bhattacharjee
Accurate prediction of excited states in battery electrolytes is central to understanding photostability, oxidative stability, and degradation. We employ hybrid quantum-classical a…
Rashba-induced spin Hall response in a disordered four-terminal structure
Swastik Sahoo, Satadeep Bhattacharjee, Bhaskaran Muralidharan
The paramount acumen for controlling spin transport properties in nonmagnetic materials is the usage of spin-orbit coupling (SOC). We propose a model to calculate the spin hall ang…
Testing the spin-bath view of self-attention: A Hamiltonian analysis of GPT-2 Transformer
Satadeep Bhattacharjee, Seung-Cheol Lee
The recently proposed physics-based framework by Huo and Johnson~\cite{huo2024capturing} models the attention mechanism of Large Language Models (LLMs) as an interacting two-body s…