21 citations · 54 across the 8 of their papers we have counts for
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cs.LG2025★ 1 cited
Understanding and Tackling Over-Dilution in Graph Neural Networks
Junhyun Lee, Veronika Thost, Bumsoo Kim +2
Message Passing Neural Networks (MPNNs) hold a key position in machine learning on graphs, but they struggle with unintended behaviors, such as over-smoothing and over-squashing, d…
cs.LG2025★ 1 cited
Generative Modeling of Class Probability for Multi-Modal Representation Learning
Jungkyoo Shin, Bumsoo Kim, Eunwoo Kim
Multi-modal understanding plays a crucial role in artificial intelligence by enabling models to jointly interpret inputs from different modalities. However, conventional approaches…
cs.LG2023★ 4 cited
Co-attention Graph Pooling for Efficient Pairwise Graph Interaction Learning
Junhyun Lee, Bumsoo Kim, Minji Jeon +1
Graph Neural Networks (GNNs) have proven to be effective in processing and learning from graph-structured data. However, previous works mainly focused on understanding single graph…