2 papers
cs.LG2026
The Powers of Precision: Structure-Informed Detection in Complex Systems -- From Customer Churn to Seizure Onset
Augusto Santos, Teresa Santos, Catarina Rodrigues +1
Emergent phenomena -- onset of epileptic seizures, sudden customer churn, or pandemic outbreaks -- often arise from hidden causal interactions in complex systems. We propose a mach…
eess.IV2025
Inferring the Graph Structure of Images for Graph Neural Networks
Mayur S Gowda, John Shi, Augusto Santos +1
Image datasets such as MNIST are a key benchmark for testing Graph Neural Network (GNN) architectures. The images are traditionally represented as a grid graph with each node repre…