3 papers
stat.ML2025
HyperSBINN: A Hypernetwork-Enhanced Systems Biology-Informed Neural Network for Efficient Drug Cardiosafety Assessment
Inass Soukarieh, Gerhard Hessler, Hervé Minoux +6
Mathematical modeling in systems toxicology enables a comprehensive understanding of the effects of pharmaceutical substances on cardiac health. However, the complexity of these mo…
stat.ML2025
Interpretability of Graph Neural Networks to Assess Effects of Global Change Drivers on Ecological Networks
Emre Anakok, Pierre Barbillon, Colin Fontaine +1
Pollinators play a crucial role for plant reproduction, either in natural ecosystem or in human-modified landscape. Global change drivers,including climate change or land use modif…
stat.ML2025
Bipartite Graph Variational Auto-Encoder with Fair Latent Representation to Account for Sampling Bias in Ecological Networks
Emre Anakok, Pierre Barbillon, Colin Fontaine +1
Citizen science monitoring programs can generate large amounts of valuable data, but are often affected by sampling bias. We focus on a citizen science initiative that records plan…