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cs.LG2026
WildfireSpreadBench: The Metric Decides the Model in Wildfire Spread Prediction
Arin Gopakumar, Marco Pannozzo
Machine learning is being increasingly used to predict where active wildfires will burn the following day, helping inform evacuation boundaries and containment lines. Most models a…
cs.LG2026
HOPPER: Learnable Hop Extraction for Linearized Graph Sequence Models
Isuru Herath, Arin Gopakumar, Sharan Sahu
Graph neural networks typically propagate information through repeated message-passing layers, coupling propagation distance with the number of nonlinear transformations applied. T…