Aldea, Emanuel

5 publications

UAI 2025 Stochastic Embeddings : A Probabilistic and Geometric Analysis of Out-of-Distribution Behavior Anthony Nguyen, Emanuel Aldea, Sylvie Le Hégarat-Mascle, Renaud Lustrat

ICLR 2024 A Symmetry-Aware Exploration of Bayesian Neural Network Posteriors Olivier Laurent, Emanuel Aldea, Gianni Franchi

AAAI 2024 Discretization-Induced Dirichlet Posterior for Robust Uncertainty Quantification on Regression Xuanlong Yu, Gianni Franchi, Jindong Gu, Emanuel Aldea

ECCV 2022 Latent Discriminant Deterministic Uncertainty Gianni Franchi, Xuanlong Yu, Andrei Bursuc, Emanuel Aldea, Severine Dubuisson, David Filliat

ECCV 2020 TRADI: Tracking Deep Neural Network Weight Distributions Gianni Franchi, Andrei Bursuc, Emanuel Aldea, Séverine Dubuisson, Isabelle Bloch