Emil Janulewicz

According to our database, Emil Janulewicz authored at least 14 papers between 2012 and 2026.

Collaborative distances:

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

2026

Proactive SFC Provisioning with Forecast-Driven DRL in Data Centers.

Parisa Fard Moshiri, Poonam Lohan, Burak Kantarci, Emil Janulewicz

CoRR, January, 2026

Structure-Aware NL-to-SQL for SFC Provisioning via AST-Masking Empowered Language Models.

Xinyu Zhu, Parisa Fard Moshiri, Poonam Lohan, Burak Kantarci, Emil Janulewicz

CoRR, January, 2026

A Generative Model-Guided Distributed DRL Framework for Scalable and Efficient SFC Orchestration in Future Network Architectures.

Murat Arda Onsu, Poonam Lohan, Burak Kantarci, Emil Janulewicz

IEEE Trans. Netw. Sci. Eng., 2026

2025

LiLM-RDB-SFC: Lightweight Language Model with Relational Database-Guided DRL for Optimized SFC Provisioning.

Parisa Fard Moshiri, Xinyu Zhu, Poonam Lohan, Burak Kantarci, Emil Janulewicz

Proceedings of the 16th International Conference on Network of the Future, 2025

Integrating Language Models for Enhanced Network State Monitoring in DRL-Based SFC Provisioning.

Parisa Fard Moshiri, Murat Arda Onsu, Poonam Lohan, Burak Kantarci, Emil Janulewicz

Proceedings of the IEEE Symposium on Computers and Communications, 2025

Genai Assistance for Deep Reinforcement Learning-Based VNF Placement and SFC Provisioning in 5G Cores.

Murat Arda Onsu, Poonam Lohan, Burak Kantarci, Emil Janulewicz

Proceedings of the IEEE International Conference on Communications, 2025

Scalability Assurance in SFC Provisioning via Distributed Design for Deep Reinforcement Learning.

Murat Arda Onsu, Poonam Lohan, Burak Kantarci, Emil Janulewicz

Proceedings of the IEEE International Conference on Communications, 2025

2024

Unlocking Reconfigurability for Deep Reinforcement Learning in SFC Provisioning.

Murat Arda Onsu, Poonam Lohan, Burak Kantarci, Emil Janulewicz, Sergio Slobodrian

IEEE Netw. Lett., September, 2024

A Data Generator for 5G SFC Network Provisioning.

Brigitte Jaumard, Charles Boudreau, Emil Janulewicz

Proceedings of the 2024 IEEE International Symposium on Measurements & Networking (M&N), 2024

Dynamic Service Function Chaining Provisioning with Reinforcement Learning Graph Neural Networks.

Brigitte Jaumard, Charles Boudreau, Emil Janulewicz

Proceedings of the 3rd GNNet Workshop on Graph Neural Networking Workshop, 2024

A New Realistic Platform for Benchmarking and Performance Evaluation of DRL-Driven and Reconfigurable SFC Provisioning Solutions.

Murat Arda Onsu, Poonam Lohan, Burak Kantarci, Emil Janulewicz, Sergio Slobodrian

Proceedings of the 2024 IEEE Global Communications Conference, 2024

2022

A Dynamic Traffic Generator for Elastic 5G Network Slicing.

Junior Momo Ziazet, Brigitte Jaumard, Huy Quang Duong, Pooya Khoshabi, Emil Janulewicz

Proceedings of the IEEE International Symposium on Measurements & Networking, 2022

2020

Deep Learning-Based Fault Localization in Video Networks Using Only Client-Side QoE.

Hossein Ebrahimi Dinaki, Shervin Shirmohammadi, Emil Janulewicz, David Côté

IEEE Trans. Artif. Intell., 2020

2012

Performance Analysis of Iterative Decoding Algorithms with Memory over Memoryless Channels.

Emil Janulewicz, Amir H. Banihashemi

IEEE Trans. Commun., 2012