Ock Research Group

Publications

Citations are generated automatically using the Manubot cite utility.

2025

Large Language Model Agent for Modular Task Execution in Drug Discovery
Janghoon Ock, Radheesh Sharma Meda, Srivathsan Badrinarayanan, Neha S Aluru, Achuth Chandrasekhar, Amir Barati farimani
Cold Spring Harbor Laboratory  ·  05 Jul 2025  ·  doi:10.1101/2025.07.02.662875
Modular Large Language Model Agents for Multi-Task Computational Materials Science
Akshat Chaudhari, Janghoon Ock, Amir Barati Farimani
American Chemical Society (ACS)  ·  02 May 2025  ·  doi:10.26434/chemrxiv-2025-zkn81-v2
Modular Large Language Model Agents for Multi-Task Computational Materials Science
Akshat Chaudhari, Janghoon Ock, Amir Barati Farimani
American Chemical Society (ACS)  ·  30 Apr 2025  ·  doi:10.26434/chemrxiv-2025-zkn81
Large Language Model Agent for Modular Task Execution in Drug Discovery
Janghoon Ock, Radheesh Sharma Meda, Srivathsan Badrinarayanan, Neha S. Aluru, Achuth Chandrasekhar, Amir Barati Farimani
arXiv  ·  01 Jan 2025  ·  doi:10.48550/arXiv.2507.02925

2024

Multimodal language and graph learning of adsorption configuration in catalysis
Janghoon Ock, Srivathsan Badrinarayanan, Rishikesh Magar, Akshay Antony, Amir Barati Farimani
Nature Machine Intelligence  ·  27 Nov 2024  ·  doi:10.1038/s42256-024-00930-7
GradNav: Accelerated Exploration of Potential Energy Surfaces with Gradient-Based Navigation
Janghoon Ock, Parisa Mollaei, Amir Barati Farimani
Journal of Chemical Theory and Computation  ·  10 May 2024  ·  doi:10.1021/acs.jctc.4c00316
Machine Learning in Membrane Design: From Property Prediction to AI-Guided Optimization
Zhonglin Cao, Omid Barati Farimani, Janghoon Ock, Amir Barati Farimani
Nano Letters  ·  04 Mar 2024  ·  doi:10.1021/acs.nanolett.3c05137
language and graph multimodal data for heterogeneous catalyst
Janghoon Ock, Srivathsan Badrinarayanan, Rishikesh Magar, Akshay Antony, Amir Barati Farimani
figshare  ·  01 Jan 2024  ·  doi:10.6084/m9.figshare.27208356

2023

Catalyst Energy Prediction with CatBERTa: Unveiling Feature Exploration Strategies through Large Language Models
Janghoon Ock, Chakradhar Guntuboina, Amir Barati Farimani
ACS Catalysis  ·  30 Nov 2023  ·  doi:10.1021/acscatal.3c04956
Method of producing ethylene-carboxylic acid compolymer
[no publisher info]  ·  01 Sep 2023  ·  [no id info]
Beyond independent error assumptions in large GNN atomistic models
Janghoon Ock, Tian Tian, John Kitchin, Zachary Ulissi
The Journal of Chemical Physics  ·  01 Jun 2023  ·  doi:10.1063/5.0151159

2018

Acceleration of instability during the capillary thinning process due to the addition of particles to a poly(ethylene oxide) solution
Jang Hoon Ock, Joung Sook Hong, Kyung Hyun Ahn
Journal of Non-Newtonian Fluid Mechanics  ·  01 Aug 2018  ·  doi:10.1016/j.jnnfm.2018.04.009