1.5k citations
- IBM (United States)US15 papers
- IBM Research - Thomas J. Watson Research CenterUS8 papers
- Massachusetts Institute of TechnologyUS5 papers
- IBM Research - AlmadenUS4 papers
- University of MichiganUS4 papers
- IBM Research - ZurichCH3 papers
- Arizona State UniversityUS2 papers
- Columbia UniversityUS2 papers
- IBM Research - HaifaIL2 papers
- IBM Research - IrelandIE2 papers
- IT University of CopenhagenDK2 papers
- Korea Advanced Institute of Science and TechnologyKR2 papers
Showing cs.LGShow all
3 papers · 1 filter
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.LG2020★ 7 cited
Modeling Disease Progression Trajectories from Longitudinal Observational Data
Bum Chul Kwon, Peter Achenbach, Jessica L. Dunne +7
Analyzing disease progression patterns can provide useful insights into the disease processes of many chronic conditions. These analyses may help inform recruitment for prevention…
cs.LG2018★ 1 cited
Projected BNNs: Avoiding weight-space pathologies by learning latent representations of neural network weights
Melanie F. Pradier, Weiwei Pan, Jiayu Yao +2
As machine learning systems get widely adopted for high-stake decisions, quantifying uncertainty over predictions becomes crucial. While modern neural networks are making remarkabl…