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Affiliations: Université Côte D'Azur & Inria Sophia Antipolis
Work address: 2004 Route des Lucioles, 06902 Valbonne, France
Email: tareq.si-salem@inria.fr
I am currently visiting Embedded and Networked Systems (ENS) group at TU Delft, Netherlands. My advisor during this visit is Dr. George Iosifidis. My current research focus is fairness and online learning.
I started my Ph.D. in October, 2019 and my Ph.D. advisor is Dr. Giovanni Neglia.
I expect to graduate in October 1st, 2022.
More details are available in my CV.
Modeling and online learning algorithms for various network-related problems, with a special focus on caching and in-network computing.
No-Regret Caching via Online Mirror Descent [arXiv]
Tareq Si Salem, Giovanni Neglia and Stratis Ioannidis.
Ascent Similarity Caching with Approximate Indexes [arXiv]
Tareq Si Salem, Giovanni Neglia and Damiano Carra.
Towards Inference Delivery Networks: Distributing Machine Learning with Optimality Guarantees [arXiv]
Tareq Si Salem, Gabriele Castellano, Giovanni Neglia, Fabio
Pianese, and Andrea Araldo.
GRADES: Gradient Descent for Similarity Caching
Anirudh Sabnis, Tareq Si Salem, Giovanni Neglia, Michele Garetto, Emilio Leonardi, and Ramesh K. Sitaraman.
IEEE/ACM Transactions on Networking, 2022.
Online Caching Networks with Adversarial Guarantees [preprint] [code]
Yuanyuan Li, Tareq Si Salem, Giovanni Neglia, and Stratis Ioannidis.
Proceedings of the ACM on Measurement and Analysis of Computing Systems, 2022 (SIGMETRICS 2022).
AÇAI: Ascent Similarity Caching with Approximate Indexes (best paper award) [preprint]
Tareq Si Salem, Giovanni Neglia and Damiano Carra.
International Teletraffic Congress (ITC 33), Aug. 31st - Sep. 3rd 2021.
Towards Inference Delivery Networks: Distributing Machine Learning with
Optimality Guarantees [preprint]
Tareq Si Salem, Gabriele Castellano, Giovanni Neglia, Fabio
Pianese, and Andrea Araldo.
Mediterranean Communication and Computer Networking Conference (MedComNet 2021), June 15-17, 2021.
No-Regret Caching via Online Mirror Descent [preprint] [extended]
Tareq Si Salem, Giovanni Neglia, and Stratis Ioannidis.
IEEE International Conference on Communications (ICC 2021), June 14-23, 2021.
GRADES: Gradient Descent for Similarity Caching [preprint] [dataset]
Anirudh Sabnis, Tareq Si Salem, Giovanni Neglia, Michele Garetto, Emilio Leonardi, and Ramesh K. Sitaraman.
IEEE International Conference on Computer Communications (INFOCOM 2021), May 10-13, 2021.
AÇAI: Ascent Similarity Caching with Approximate Indexes. [slides]
Towards Inference Delivery Networks: Distributing Machine Learning with Optimality Guarantees. [video] [slides]
No-Regret Caching via Online Mirror Descent. [video] [slides]
Optimization for Machine Learning (2020-2021)
Duration: 6H (2 lectures).
Distributed Optimization and Games (2019-2020)
Duration: 3H (1 lecture).