متابعة
Romain Ilbert
Romain Ilbert
PhD Candidate, Paris Descartes University, Huawei Paris Research Center
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عنوان
عدد مرات الاقتباسات
عدد مرات الاقتباسات
السنة
SAMformer: Unlocking the Potential of Transformers in Time Series Forecasting with Sharpness-Aware Minimization and Channel-Wise Attention‏
R Ilbert, A Odonnat, V Feofanov, A Virmaux, G Paolo, T Palpanas, I Redko‏
Forty-first International Conference on Machine Learning (Oral), 2024‏
22*2024
Data Augmentation for Multivariate Time Series Classification: An Experimental Study‏
R Ilbert, TV Hoang, Z Zhang‏
Fortieth International Conference on Data Engineering (ICDE), Multivariate …, 2024‏
22024
Mantis: Lightweight Calibrated Foundation Model for User-Friendly Time Series Classification‏
V Feofanov, S Wen, M Alonso, R Ilbert, H Guo, M Tiomoko, L Pan, ...‏
arXiv preprint arXiv:2502.15637, 2025‏
12025
User-friendly Foundation Model Adapters for Multivariate Time Series Classification‏
V Feofanov, R Ilbert, M Tiomoko, T Palpanas, I Redko‏
arXiv preprint arXiv:2409.12264, 2024‏
12024
Enhancing Multivariate Time Series Forecasting via Multi-Task Learning and Random Matrix Theory‏
R Ilbert, M Tiomoko, C Louart, V Feofanov, T Palpanas, I Redko‏
NeurIPS Workshop on Time Series in the Age of Large Models, 2024‏
12024
Analysing Multi-Task Regression via Random Matrix Theory with Application to Time Series Forecasting‏
R Ilbert, M Tiomoko, C Louart, A Odonnat, V Feofanov, T Palpanas, ...‏
NeurIPS 2024 (Spotlight), 2024‏
2024
Breaking Boundaries: Balancing Performance and Robustness in Deep Wireless Traffic Forecasting‏
R Ilbert, T V. Hoang, Z Zhang, T Palpanas‏
ACM Conference on Computer and Communications Security (ACM-CCS), ARTMAN …, 2023‏
2023
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مقالات 1–7