2 papers
cs.NE2026
Optimizing Sensor Placement for Hydrogen Leak Detection in Enclosed Infrastructure: A Comparative Study Using CFD-informed Genetic Algorithm and DeepSets Neural Surrogate
Fangnian Wang, Nicholas Tan Jerome, Thomas Jordan +1
Hydrogen infrastructure in enclosed environments, such as parking facilities for fuel cell vehicles, presents significant safety challenges due to hydrogen's low ignition energy an…
cs.LG2026
When Do Foundation Models Pay Off? A Break-Even Analysis of Pretrained Time Series Forecasters
Nicholas Tan Jerome, Frank Simon
Deploying a time series foundation model requires GPU infrastructure, engineering overhead, and carries no guarantee of improvement over XGBoost. We provide the first systematic br…