Janghoon Ock

Machine Learning in Membrane Design: From Property Prediction to AI-Guided Optimization

Zhonglin Cao, Omid Barati Farimani, Janghoon Ock et al. · Nano Letters · 2024 · 55 citations · Full text

Membrane Structure, Model Optimization, Membrane Formation +13

Catalyst Energy Prediction with CatBERTa: Unveiling Feature Exploration Strategies through Large Language Models

Janghoon Ock, Chakradhar Guntuboina, Amir Barati Farimani · ACS Catalysis · 2023 · 48 citations · Full text

Multimodal language and graph learning of adsorption configuration in catalysis

Janghoon Ock, Srivathsan Badrinarayanan, Rishikesh Magar et al. · Nature Machine Intelligence · 2024 · 30 citations

Chemical Engineering, Engineering, Heterogeneous Catalysis +5

Beyond independent error assumptions in large GNN atomistic models

Janghoon Ock, Tian Tian, John R. Kitchin et al. · The Journal of Chemical Physics · 2023 · 11 citations