Aladin Virmaux
- Lipschitz regularity of deep neural networks: analysis and efficient estimation
2018/05/28 by Kevin Scaman, Aladin Virmaux, Scaman, Kevin +1 · 70 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) #Neural Networks and Applications
- SAMformer: Unlocking the Potential of Transformers in Time Series Forecasting with Sharpness-Aware Minimization and Channel-Wise Attention
2024/02/15 by Romain Ilbert, Ambroise Odonnat, Ilbert, Romain +11 · 22 citations
Computer Science · Decision Sciences · #FOS: Computer and information sciences #Forecasting Techniques and Applications #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Stock Market Forecasting Methods #Time Series Analysis and Forecasting
- Lipschitz Normalization for Self-Attention Layers with Application to Graph Neural Networks
2021/03/08 by George Dasoulas, Dasoulas, George, Kevin Scaman +3 · 8 citations
Computer Science · #Advanced Graph Neural Networks #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)