Romain Ilbert

12 papers A* 2Journal 6Unranked 3
YearRankTypeTitle / Venue / Authors
2025 J jnl
Mantis: Lightweight Calibrated Foundation Model for User-Friendly Time Series Classification.
CoRR
Vasilii Feofanov, Songkang Wen, Marius Alonso, Romain Ilbert, Hongbo Guo, Malik Tiomoko, Lujia Pan, Jianfeng Zhang, Ievgen Redko
2025 — —
Representation Learning for Multivariate Time Series. (Apprentissage de représentations pour les séries temporelles multivariées).
Romain Ilbert
2025 — conf
User-Friendly Foundation Model Adapters for Multivariate Time Series Classification.
ICDEW
Romain Ilbert, Vasilii Feofanov, Malik Tiomoko, Ievgen Redko, Themis Palpanas
2024 A* conf
Analysing Multi-Task Regression via Random Matrix Theory with Application to Time Series Forecasting.
NeurIPS
Romain Ilbert, Malik Tiomoko, Cosme Louart, Ambroise Odonnat, Vasilii Feofanov, Themis Palpanas, Ievgen Redko
2024 J jnl
Analysing Multi-Task Regression via Random Matrix Theory with Application to Time Series Forecasting.
CoRR
Romain Ilbert, Malik Tiomoko, Cosme Louart, Ambroise Odonnat, Vasilii Feofanov, Themis Palpanas, Ievgen Redko
2024 — conf
Data Augmentation for Multivariate Time Series Classification: An Experimental Study.
ICDEW
Romain Ilbert, Thai V. Hoang, Zonghua Zhang
2024 J jnl
Data Augmentation for Multivariate Time Series Classification: An Experimental Study.
CoRR
Romain Ilbert, Thai V. Hoang, Zonghua Zhang
2024 A* conf
SAMformer: Unlocking the Potential of Transformers in Time Series Forecasting with Sharpness-Aware Minimization and Channel-Wise Attention.
ICML
Romain Ilbert, Ambroise Odonnat, Vasilii Feofanov, Aladin Virmaux, Giuseppe Paolo, Themis Palpanas, Ievgen Redko
2024 J jnl
Unlocking the Potential of Transformers in Time Series Forecasting with Sharpness-Aware Minimization and Channel-Wise Attention.
CoRR
Romain Ilbert, Ambroise Odonnat, Vasilii Feofanov, Aladin Virmaux, Giuseppe Paolo, Themis Palpanas, Ievgen Redko
2024 J jnl
User-friendly Foundation Model Adapters for Multivariate Time Series Classification.
CoRR
Vasilii Feofanov, Romain Ilbert, Malik Tiomoko, Themis Palpanas, Ievgen Redko
2023 — conf
Breaking Boundaries: Balancing Performance and Robustness in Deep Wireless Traffic Forecasting.
ARTMAN@CCS
Romain Ilbert, Thai V. Hoang, Zonghua Zhang, Themis Palpanas
2023 J jnl
Breaking Boundaries: Balancing Performance and Robustness in Deep Wireless Traffic Forecasting.
CoRR
Romain Ilbert, Thai V. Hoang, Zonghua Zhang, Themis Palpanas