Emil Janulewicz

19 papers B 1C 1Journal 11Unranked 6
YearRankTypeTitle / Venue / Authors
2026 J jnl
A Generative Model-Guided Distributed DRL Framework for Scalable and Efficient SFC Orchestration in Future Network Architectures.
IEEE Trans. Netw. Sci. Eng.
Murat Arda Onsu, Poonam Lohan, Burak Kantarci, Emil Janulewicz
2026 J jnl
Proactive SFC Provisioning with Forecast-Driven DRL in Data Centers.
CoRR
Parisa Fard Moshiri, Poonam Lohan, Burak Kantarci, Emil Janulewicz
2026 J jnl
Structure-Aware NL-to-SQL for SFC Provisioning via AST-Masking Empowered Language Models.
CoRR
Xinyu Zhu, Parisa Fard Moshiri, Poonam Lohan, Burak Kantarci, Emil Janulewicz
2025 — conf
Genai Assistance for Deep Reinforcement Learning-Based VNF Placement and SFC Provisioning in 5G Cores.
ICC
Murat Arda Onsu, Poonam Lohan, Burak Kantarci, Emil Janulewicz
2025 C conf
Integrating Language Models for Enhanced Network State Monitoring in DRL-Based SFC Provisioning.
ISCC
Parisa Fard Moshiri, Murat Arda Onsu, Poonam Lohan, Burak Kantarci, Emil Janulewicz
2025 J jnl
Integrating Language Models for Enhanced Network State Monitoring in DRL-Based SFC Provisioning.
CoRR
Parisa Fard Moshiri, Murat Arda Onsu, Poonam Lohan, Burak Kantarci, Emil Janulewicz
2025 — conf
LiLM-RDB-SFC: Lightweight Language Model with Relational Database-Guided DRL for Optimized SFC Provisioning.
NoF
Parisa Fard Moshiri, Xinyu Zhu, Poonam Lohan, Burak Kantarci, Emil Janulewicz
2025 J jnl
LiLM-RDB-SFC: Lightweight Language Model with Relational Database-Guided DRL for Optimized SFC Provisioning.
CoRR
Parisa Fard Moshiri, Xinyu Zhu, Poonam Lohan, Burak Kantarci, Emil Janulewicz
2025 — conf
Scalability Assurance in SFC Provisioning via Distributed Design for Deep Reinforcement Learning.
ICC
Murat Arda Onsu, Poonam Lohan, Burak Kantarci, Emil Janulewicz
2024 — conf
A Data Generator for 5G SFC Network Provisioning.
M&N
Brigitte Jaumard, Charles Boudreau, Emil Janulewicz
2024 B conf
A New Realistic Platform for Benchmarking and Performance Evaluation of DRL-Driven and Reconfigurable SFC Provisioning Solutions.
GLOBECOM
Murat Arda Onsu, Poonam Lohan, Burak Kantarci, Emil Janulewicz, Sergio Slobodrian
2024 J jnl
A New Realistic Platform for Benchmarking and Performance Evaluation of DRL-Driven and Reconfigurable SFC Provisioning Solutions.
CoRR
Murat Arda Onsu, Poonam Lohan, Burak Kantarci, Emil Janulewicz, Sergio Slobodrian
2024 — conf
Dynamic Service Function Chaining Provisioning with Reinforcement Learning Graph Neural Networks.
GNNet@CoNEXT
Brigitte Jaumard, Charles Boudreau, Emil Janulewicz
2024 J jnl
GenAI Assistance for Deep Reinforcement Learning-based VNF Placement and SFC Provisioning in 5G Cores.
CoRR
Murat Arda Onsu, Poonam Lohan, Burak Kantarci, Emil Janulewicz
2024 J jnl
Scalability Assurance in SFC provisioning via Distributed Design for Deep Reinforcement Learning.
CoRR
Murat Arda Onsu, Poonam Lohan, Burak Kantarci, Emil Janulewicz
2024 J jnl
Unlocking Reconfigurability for Deep Reinforcement Learning in SFC Provisioning.
IEEE Netw. Lett.
Murat Arda Onsu, Poonam Lohan, Burak Kantarci, Emil Janulewicz, Sergio Slobodrian
2022 — conf
A Dynamic Traffic Generator for Elastic 5G Network Slicing.
M&N
Junior Momo Ziazet, Brigitte Jaumard, Huy Quang Duong, Pooya Khoshabi, Emil Janulewicz
2020 J jnl
Deep Learning-Based Fault Localization in Video Networks Using Only Client-Side QoE.
IEEE Trans. Artif. Intell.
Hossein Ebrahimi Dinaki, Shervin Shirmohammadi, Emil Janulewicz, David Côté
2012 J jnl
Performance Analysis of Iterative Decoding Algorithms with Memory over Memoryless Channels.
IEEE Trans. Commun.
Emil Janulewicz, Amir H. Banihashemi