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Jun Hyeong Kim

3 accepted papers

2025

Discrete Diffusion Schrödinger Bridge Matching for Graph Transformation

ICLR 2025poster

Transporting between arbitrary distributions is a fundamental goal in generative modeling. Recently proposed diffusion bridge models provide a potential solution, but they rely on a joint distribution that is difficult to obtain in practice. Furthermore, formulations based on continuous domains limi…

2025

MV-CLAM: Multi-View Molecular Interpretation with Cross-Modal Projection via Language Model

EMNLP 2025

Deciphering molecular meaning in chemistry and biomedicine depends on context — a capability that large language models (LLMs) can enhance by aligning molecular structures with language. However, existing molecule-text models ignore complementary information in different molecular views and rely on

2023

GeoTMI: Predicting Quantum Chemical Property with Easy-to-Obtain Geometry via Positional Denoising

NeurIPS 2023poster

As quantum chemical properties have a dependence on their geometries, graph neural networks (GNNs) using 3D geometric information have achieved high prediction accuracy in many tasks. However, they often require 3D geometries obtained from high-level quantum mechanical calculations, which are practi…

Cited by 8SourcePDFScholar