πŸ“š Publications β€” Tareq Si Salem

πŸŽ“ Ph.D. Thesis

Online Learning for Network Resource Allocation

Tareq Si Salem.

Defended at Inria Sophia-Antipolis on October 17th, 2022.

Supervisor: Giovanni Neglia, Inria Sophia-Antipolis, France

Reviewers:

  • Douglas Leith, Trinity College Dublin, Ireland
  • Leandros Tassiulas, Yale University, USA

Examiners:

  • Edmund Yeh, Northeastern University, USA
  • GyΓΆrgy DΓ‘n, KTH Royal Institute of Technology, Sweden
  • Walid Debbous, Inria Sophia-Antipolis, France

πŸ”– [PhD'22]

🧠 Preprints / Under Review

Goal-Oriented Time-Series Forecasting: Foundation Framework Design

L. Fechete, M. Sana, F. Ayed, N. Piovesan, W. Li, A. De Domenico, T. Si Salem

arXiv Preprint

πŸ”– [arXiv'25]

Telco-oRAG: Optimizing Retrieval-augmented Generation for Telecom Queries via Hybrid Retrieval and Neural Routing

A. Bornea, F. Ayed, A. De Domenico, N. Piovesan, T. Si Salem, A. Maatouk

arXiv Preprint

πŸ”– [arXiv'25]

Federated Learning for Collaborative Inference Systems: The Case of Early Exit Networks

C. Kaplan, A. Rodio, T. Si Salem, C. Xu, G. Neglia

arXiv Preprint

πŸ”– [arXiv'25]

🧾 Peer-reviewed Journal Papers

Towards Inference Delivery Networks: Distributing Machine Learning with Optimality Guarantees

T. Si Salem, G. Castellano, G. Neglia, F. Pianese, A. Araldo

IEEE/ACM Transactions on Networking, 2023

πŸ”– [ToN'23]

No-Regret Caching via Online Mirror Descent

T. Si Salem, G. Neglia, S. Ioannidis

ACM ToMPECS, 2023

πŸ”– [ToMPECS'23]

Enabling Long-term Fairness in Dynamic Resource Allocation

T. Si Salem, G. Iosifidis, G. Neglia

ACM POMACS, 2022

πŸ”– [POMACS'22]

Ascent Similarity Caching with Approximate Indexes

T. Si Salem, G. Neglia, D. Carra

IEEE/ACM Transactions on Networking, 2022

πŸ”– [ToN'22]

GRADES: Gradient Descent for Similarity Caching

A. Sabnis, T. Si Salem, G. Neglia, M. Garetto, E. Leonardi, R. Sitaraman

IEEE/ACM Transactions on Networking, 2022

πŸ”– [ToN'22]

Online Caching Networks with Adversarial Guarantees

Y. Li, T. Si Salem, G. Neglia, S. Ioannidis

ACM POMACS, 2021

πŸ”– [POMACS'21]

🧩 Peer-reviewed Conference Papers

Adaptive Transductive Inference via Sequential Experimental Design with Contextual Retention

T. Si Salem.

NeurIPS BDU, Vancouver, Canada, 2024

πŸ”– [NeurIPS'24]

Online Submodular Maximization via Online Convex Optimization

T. Si Salem, G. Γ–zcan, I. Nikolaou, E. Terzi, S. Ioannidis

AAAI Conference on Artificial Intelligence, Vancouver, Canada, 2024

πŸ”– [AAAI'24]

Enabling Long-term Fairness in Dynamic Resource Allocation

T. Si Salem, G. Iosifidis, G. Neglia

ACM SIGMETRICS, Orlando, USA, 2023

πŸ”– [SIGMETRICS'23]

Online Caching Networks with Adversarial Guarantees

Y. Li, T. Si Salem, G. Neglia, S. Ioannidis

ACM SIGMETRICS, Mumbai, India, 2022

πŸ”– [SIGMETRICS'22]

AΓ‡AI: Ascent Similarity Caching with Approximate Indexes πŸ† Best Paper Award

T. Si Salem, G. Neglia, D. Carra

International Teletraffic Congress (ITC 33), 2021

πŸ”– [ITC'21]

Towards Inference Delivery Networks: Distributing Machine Learning with Optimality Guarantees

T. Si Salem, G. Castellano, G. Neglia, F. Pianese, A. Araldo

MedComNet, 2021

πŸ”– [MedComNet'21]

No-Regret Caching via Online Mirror Descent

T. Si Salem, G. Neglia, S. Ioannidis

IEEE ICC, 2021

πŸ”– [ICC'21]

GRADES: Gradient Descent for Similarity Caching

A. Sabnis, T. Si Salem, G. Neglia, M. Garetto, E. Leonardi, R. Sitaraman

IEEE INFOCOM, 2021

πŸ”– [INFOCOM'21]