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El-Laham, Yousef
8 publications
ICML
2025
LSCD: Lomb–Scargle Conditioned Diffusion for Time Series Imputation
Elizabeth Fons
,
Alejandro Sztrajman
,
Yousef El-Laham
,
Luciana Ferrer
,
Svitlana Vyetrenko
,
Manuela Veloso
UAI
2025
Mixup Regularization: A Probabilistic Perspective
Yousef El-Laham
,
Niccolo Dalmasso
,
Svitlana Vyetrenko
,
Vamsi K. Potluru
,
Manuela Veloso
TMLR
2025
Variational Neural Stochastic Differential Equations with Change Points
Yousef El-Laham
,
Zhongchang Sun
,
Haibei Zhu
,
Tucker Balch
,
Svitlana Vyetrenko
NeurIPSW
2024
A Language Model-Guided Framework for Mining Time Series with Distributional Shifts
Haibei Zhu
,
Yousef El-Laham
,
Elizabeth Fons
,
Svitlana Vyetrenko
TMLR
2024
iHyperTime: Interpretable Time Series Generation with Implicit Neural Representations
Elizabeth Fons
,
Alejandro Sztrajman
,
Yousef El-Laham
,
Andrea Coletta
,
Alexandros Iosifidis
,
Svitlana Vyetrenko
UAI
2023
Deep Gaussian Mixture Ensembles
Yousef El-Laham
,
Niccolo Dalmasso
,
Elizabeth Fons
,
Svitlana Vyetrenko
NeurIPSW
2022
A Synthetic Limit Order Book Dataset for Benchmarking Forecasting Algorithms Under Distributional Shift
Defu Cao
,
Yousef El-Laham
,
Loc Trinh
,
Svitlana Vyetrenko
,
Yan Liu
NeurIPSW
2022
HyperTime: Implicit Neural Representations for Time Series
Elizabeth Fons
,
Alejandro Sztrajman
,
Yousef El-Laham
,
Alexandros Iosifidis
,
Svitlana Vyetrenko