Search Results for author: Hyun Park

Found 6 papers, 4 papers with code

Prediction of Diblock Copolymer Morphology via Machine Learning

no code implementations31 Aug 2023 Hyun Park, Boyuan Yu, Juhae Park, Ge Sun, Emad Tajkhorshid, Juan J. de Pablo, Ludwig Schneider

A machine learning approach is presented to accelerate the computation of block polymer morphology evolution for large domains over long timescales.

Data Augmentation Explainable artificial intelligence

APACE: AlphaFold2 and advanced computing as a service for accelerated discovery in biophysics

1 code implementation15 Aug 2023 Hyun Park, Parth Patel, Roland Haas, E. A. Huerta

The prediction of protein 3D structure from amino acid sequence is a computational grand challenge in biophysics, and plays a key role in robust protein structure prediction algorithms, from drug discovery to genome interpretation.

Drug Discovery Protein Structure Prediction

End-to-end AI framework for interpretable prediction of molecular and crystal properties

1 code implementation21 Dec 2022 Hyun Park, Ruijie Zhu, E. A. Huerta, Santanu Chaudhuri, Emad Tajkhorshid, Donny Cooper

We introduce an end-to-end computational framework that allows for hyperparameter optimization using the DeepHyper library, accelerated model training, and interpretable AI inference.

Hyperparameter Optimization

Dense Keypoints via Multiview Supervision

no code implementations NeurIPS 2021 Zhixuan Yu, Haozheng Yu, Long Sha, Sujoy Ganguly, Hyun Park

(2) Geometric consistency: every point in the continuous correspondence fields must satisfy the multiview consistency collectively.

3D Reconstruction Keypoint Detection

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