Bertrand Charpentier

Posterior Network: Uncertainty Estimation without OOD Samples via Density-Based Pseudo-Counts

Bertrand Charpentier, Daniel Zügner, Stephan Günnemann · arXiv (Cornell University) · 2020 · 60 citations · Full text

Posterior Network, Structured Prediction, Engineering +21

Hierarchical Graph Clustering using Node Pair Sampling

Thomas Bonald, Bertrand Charpentier, Alexis Galland et al. · arXiv (Cornell University) · 2018 · 35 citations · Full text

Cluster Computing, Engineering, Community Mining +18

Graph Posterior Network: Bayesian Predictive Uncertainty for Node\n Classification

Maximilian Stadler, Bertrand Charpentier, Simon Geisler et al. · arXiv (Cornell University) · 2021 · 24 citations · Full text

Edge Directionality Improves Learning on Heterophilic Graphs

Emanuele Rossi, Bertrand Charpentier, Francesco Di Giovanni et al. · arXiv (Cornell University) · 2023 · 22 citations · Full text

Geometric Learning, Graph Neural Networks, Network Science +13

Uncertainty on Asynchronous Time Event Prediction

Marin Biloš, Bertrand Charpentier, Stephan Günnemann · arXiv (Cornell University) · 2019 · 20 citations · Full text

Engineering, Machine Learning, Rare Event Estimation +19