Search Results for author: Loubna Benabbou

Found 6 papers, 2 papers with code

Rule-Extraction Methods From Feedforward Neural Networks: A Systematic Literature Review

no code implementations20 Dec 2023 Sara El Mekkaoui, Loubna Benabbou, Abdelaziz Berrado

Motivated by the interpretability question in ML models as a crucial element for the successful deployment of AI systems, this paper focuses on rule extraction as a means for neural networks interpretability.

MAgNet: Mesh Agnostic Neural PDE Solver

1 code implementation11 Oct 2022 Oussama Boussif, Dan Assouline, Loubna Benabbou, Yoshua Bengio

The computational complexity of classical numerical methods for solving Partial Differential Equations (PDE) scales significantly as the resolution increases.

Zero-shot Generalization

Neural Combinatorial Optimization with Reinforcement Learning : Solving theVehicle Routing Problem with Time Windows

no code implementations29 Sep 2021 Abdelhakim Abdellaoui, Issmail El Hallaoui, Loubna Benabbou

In contrast to the classical techniques for solving combinatorial optimization problems, recent advancements in reinforcement learning yield the potential to independently learn heuristics without any human interventions.

Combinatorial Optimization reinforcement-learning +1

Machine Learning Approaches for Traffic Volume Forecasting: A Case Study of the Moroccan Highway Network

no code implementations18 Nov 2017 Abderrahim Khalifa, Younes Idsouguou, Loubna Benabbou, Mourad Zirari

In this paper, we aim to illustrate different approaches we followed while developing a forecasting tool for highway traffic in Morocco.

BIG-bench Machine Learning

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