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stat.ML2025
Differentially Private and Federated Structure Learning in Bayesian Networks
Ghita Fassy El Fehri, Aurélien Bellet, Philippe Bastien
Learning the structure of a Bayesian network from decentralized data poses two major challenges: (i) ensuring rigorous privacy guarantees for participants, and (ii) avoiding commun…
stat.ML2025
Optimal Transport with Heterogeneously Missing Data
Linus Bleistein, Aurélien Bellet, Julie Josse
We consider the problem of solving the optimal transport problem between two empirical distributions with missing values. Our main assumption is that the data is missing completely…