Germain, Pascal

1. Domain-Adversarial Neural Networks
   2014/12/15 by Hana Ajakan, Pascal Germain, Ajakan, Hana +7 · 14 citations
   Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Neural and Evolutionary Computing (cs.NE)
2. A New PAC-Bayesian Perspective on Domain Adaptation
   2015/06/15 by Pascal Germain, Amaury Habrard, Germain, Pascal +5 · 6 citations
   Computer Science · #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Machine Learning and ELM
3. A General Framework for the Practical Disintegration of PAC-Bayesian Bounds
   2021/02/16 by Paul Viallard, Viallard, Paul, Pascal Germain +5 · 5 citations
   Computer Science · Engineering · #Machine Learning and Algorithms #Fault Detection and Control Systems #Adversarial Robustness in Machine Learning
4. Statistical Guarantees for Variational Autoencoders using PAC-Bayesian Theory
   2023/10/07 by Mbacke, Sokhna Diarra, Clerc, Florence, Germain, Pascal · 2 citations
   #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
5. On the Relationship Between Interpretability and Explainability in Machine Learning
   2023/11/20 by Benjamin Leblanc, Pascal Germain, Leblanc, Benjamin +1 · 1 citation
   Computer Science · #Explainable Artificial Intelligence (XAI) #Adversarial Robustness in Machine Learning
6. Generalization Bounds via Meta-Learned Model Representations: PAC-Bayes and Sample Compression Hypernetworks
   2024/10/17 by Leblanc, Benjamin, Bazinet, Mathieu, D'Amours, Nathaniel +2 · 1 citation
   #FOS: Computer and information sciences #Machine Learning (cs.LG)