Performance Analysis of Iterative Decoding Algorithms with Memory over Memoryless Channels. - Emil Janulewicz; Amir H. Banihashemi (IEEE Trans. Commun., 2012)

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)

A Dynamic Traffic Generator for Elastic 5G Network Slicing. - Junior Momo Ziazet; Brigitte Jaumard; Huy Quang Duong; Pooya Khoshabi; Emil Janulewicz (M&N, 2022)

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 (GLOBECOM, 2024)

Dynamic Service Function Chaining Provisioning with Reinforcement Learning Graph Neural Networks. - Brigitte Jaumard; Charles Boudreau; Emil Janulewicz (GNNet@CoNEXT, 2024)

A Data Generator for 5G SFC Network Provisioning. - Brigitte Jaumard; Charles Boudreau; Emil Janulewicz (M&N, 2024)

GenAI Assistance for Deep Reinforcement Learning-based VNF Placement and SFC Provisioning in 5G Cores. - Murat Arda Onsu; Poonam Lohan; Burak Kantarci; Emil Janulewicz (CoRR, 2024)

Scalability Assurance in SFC provisioning via Distributed Design for Deep Reinforcement Learning. - Murat Arda Onsu; Poonam Lohan; Burak Kantarci; Emil Janulewicz (CoRR, 2024)

Unlocking Reconfigurability for Deep Reinforcement Learning in SFC Provisioning. - Murat Arda Onsu; Poonam Lohan; Burak Kantarci; Emil Janulewicz; Sergio Slobodrian (IEEE Netw. Lett., 2024)

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 (CoRR, 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 (CoRR, 2025)