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researcher

J. F. Joung

4 papers hereh-index 191.1k citations48 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author3
  • middle author1

Across the 4 of 4 papers where every author was matched, so the position is known.

fields
  • cs.LG2
  • cs.AI1
  • cs.CE1

identity via Semantic Scholar / OpenAlex

activity
20242026
collaborators

4 papers

cs.CE2026

Prediction of experimental excited-state absorption spectra by using vibronic transition calculations: Its practical application to a π-conjugated molecule

Joonyoung F. Joung, Sungnam Park

Accurate theoretical prediction of excited-state absorption (ESA) spectra remains challenging. Although considerable progress has been made in computational methods for ESA spectro…

cs.LG2025

Electron flow matching for generative reaction mechanism prediction obeying conservation laws

Joonyoung F. Joung, Mun Hong Fong, Nicholas Casetti +3

Central to our understanding of chemical reactivity is the principle of mass conservation, which is fundamental for ensuring physical consistency, balancing equations, and guiding…

cs.AI2025

ASKCOS: an open source software suite for synthesis planning

Zhengkai Tu, Sourabh J. Choure, Mun Hong Fong +16

The advancement of machine learning and the availability of large-scale reaction datasets have accelerated the development of data-driven models for computer-aided synthesis planni…

cs.LG2024

Beyond Major Product Prediction: Reproducing Reaction Mechanisms with Machine Learning Models Trained on a Large-Scale Mechanistic Dataset

Joonyoung F. Joung, Mun Hong Fong, Jihye Roh +3

Mechanistic understanding of organic reactions can facilitate reaction development, impurity prediction, and in principle, reaction discovery. While several machine learning models…

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