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Emanuel Aldea

  1. TRADI: Tracking deep neural network weight distributions for uncertainty\n estimation
    2019/12/24 by Gianni Franchi, Andrei Bursuc, Franchi, Gianni +7 · 5 citations
    Computer Science · Engineering · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Fault Detection and Control Systems #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms
  2. Encoding the latent posterior of Bayesian Neural Networks for uncertainty quantification
    2020/12/04 by Gianni Franchi, Franchi, Gianni, Andrei Bursuc +7 · 4 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Advanced Neural Network Applications #Explainable Artificial Intelligence (XAI)
  3. A Symmetry-Aware Exploration of Bayesian Neural Network Posteriors
    2023/10/12 by Olivier Laurent, Emanuel Aldea, Laurent, Olivier +3 · 5 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Data Classification
  4. Discretization-Induced Dirichlet Posterior for Robust Uncertainty Quantification on Regression
    2023/08/17 by Xuanlong Yu, Gianni Franchi, Yu, Xuanlong +5 · 1 citation
    Engineering · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Fault Detection and Control Systems #Machine Learning (cs.LG) #Machine Learning (stat.ML)