Environment Modeling and Abstraction of Network States for Cognitive Functions. - Stephen S. Mwanje; Márton Kajó; Sayantini Majumdar; Georg Carle (NOMS, 2020)

An Exposed Closed-Loop Model for Customer-Driven Service Assurance Automation. - Min Xie 006; Foivos Michelinakis; Thomas Dreibholz; Joan S. Pujol Roig; Sara Malacarne; Sayantini Majumdar; Wint Yi Poe; Ahmed Elmokashfi (EuCNC/6G Summit, 2021)

Understanding Exploration and Exploitation of Q-Learning Agents in B5G Network Management. - Sayantini Majumdar; Riccardo Trivisonno; Georg Carle (GLOBECOM (Workshops), 2021)

Q-Learning for Conflict Resolution in B5G Network Automation. - Sayantini Majumdar; Riccardo Trivisonno; Georg Carle (CoRR, 2021)

Improving Scalability of 6G Network Automation with Distributed Deep Q-Networks. - Sayantini Majumdar; Leonardo Goratti; Riccardo Trivisonno; Georg Carle (GLOBECOM, 2022)

Scalability of Distributed Intelligence Architecture for 6G Network Automation. - Sayantini Majumdar; Riccardo Trivisonno; Georg Carle (ICC, 2022)

Distributing Intelligence for 6G Network Automation: Performance and Architectural Impact. - Sayantini Majumdar; Riccardo Trivisonno; Wint Yi Poe; Georg Carle (ICC, 2023)

AI Anomaly Detection for Cloudified Mobile Core Architectures. - Foivos Michelinakis; Joan S. Pujol Roig; Sara Malacarne; Min Xie 006; Thomas Dreibholz; Sayantini Majumdar; Wint Yi Poe; Georgios Patounas; Carmen Guerrero; Ahmed Elmokashfi; Vasileios Theodorou (IEEE Trans. Netw. Serv. Manag., 2023)

Distributed Intelligence for Dynamic Task Migration in the 6G User Plane using Deep Reinforcement Learning. - Sayantini Majumdar; Susanna Schwarzmann; Riccardo Trivisonno; Georg Carle (NOMS, 2024)

Distributed Intelligence for Automated 6G Network Management Using Reinforcement Learning. - Sayantini Majumdar; Susanna Schwarzmann; Riccardo Trivisonno; Georg Carle (NOMS, 2024)

Toward Massive Distribution of Intelligence for 6G Network Management Using Double Deep Q-Networks. - Sayantini Majumdar; Susanna Schwarzmann; Riccardo Trivisonno; Georg Carle (IEEE Trans. Netw. Serv. Manag., 2024)