Skander Karkar

According to our database, Skander Karkar authored at least 5 papers between 2020 and 2023.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2023

Unveiling the Transport Dynamics of Neural Networks : a Least Action Principle for Deep Learning. (La dynamique de transport des réseaux de neurones : un principe de moindre action pour l'apprentissage en profondeur).

Skander Karkar

PhD thesis, 2023

Adversarial Sample Detection Through Neural Network Transport Dynamics.

Skander Karkar, Patrick Gallinari, Alain Rakotomamonjy

Proceedings of the Machine Learning and Knowledge Discovery in Databases: Research Track, 2023

Module-wise Training of Neural Networks via the Minimizing Movement Scheme.

Skander Karkar, Ibrahim Ayed, Emmanuel de Bézenac, Patrick Gallinari

Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

2022

Module-wise Training of Residual Networks via the Minimizing Movement Scheme.

Skander Karkar, Ibrahim Ayed, Emmanuel de Bézenac, Patrick Gallinari

CoRR, 2022

2020

A Principle of Least Action for the Training of Neural Networks.

Skander Karkar, Ibrahim Ayed, Emmanuel de Bézenac, Patrick Gallinari

Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2020