Vasilii Feofanov

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. MANO: Exploiting Matrix Norm for Unsupervised Accuracy Estimation Under Distribution Shifts
   2024/05/29 by Renchunzi Xie, Xie, Renchunzi, Ambroise Odonnat +9 · 1 voice · 3 citations
   Engineering · Computer Science · #Control Systems and Identification #Fault Detection and Control Systems #Target Tracking and Data Fusion in Sensor Networks
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. Time Series Representations for Classification Lie Hidden in Pretrained Vision Transformers
   2025/06/10 by Simon Roschmann, Roschmann, Simon, Quentin Bouniot +7 · 2 voices · 2 citations
   #cs.LG #cs.AI #cs.CV
5. AdaPTS: Adapting Univariate Foundation Models to Probabilistic Multivariate Time Series Forecasting
   2025/02/14 by Abdelhakim Benechehab, Benechehab, Abdelhakim, Vasilii Feofanov +9 · 2 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
6. CauKer: Classification Time Series Foundation Models Can Be Pretrained on Synthetic Data
   2025/08/04 by Xie, Shifeng, Vasilii Feofanov, Feofanov, Vasilii +13 · 5 citations
   Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Machine Learning in Healthcare #Time Series Analysis and Forecasting