Ilbert, Romain

1. SAMformer: Unlocking the Potential of Transformers in Time Series Forecasting with Sharpness-Aware Minimization and Channel-Wise Attention
   2024/02/15 by Romain Ilbert, Ilbert, Romain, Ambroise Odonnat +11 · 10 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
2. Mantis: Lightweight Calibrated Foundation Model for User-Friendly Time Series Classification
   2025/02/21 by Feofanov, Vasilii, Wen, Songkang, Alonso, Marius +6 · 10 citations
   #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
3. Analysing Multi-Task Regression via Random Matrix Theory with Application to Time Series Forecasting
   2024/06/14 by Romain Ilbert, Ilbert, Romain, Malik Tiomoko +11 · 3 citations
   Computer Science · Physics and Astronomy · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Neural Networks and Applications #Statistical Mechanics and Entropy
4. Data Augmentation for Multivariate Time Series Classification: An Experimental Study
   2024/06/10 by Romain Ilbert, Ilbert, Romain, Thai V. Hoang +3 · 1 citation
   Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Time Series Analysis and Forecasting