Showing cs.LGShow all
2 papers · 1 filter
cs.LG2025
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
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…