Virtual Network Function Embedding under Nodal Outage using Reinforcement Learning. - Swarna Bindu Chetty; Hamed Ahmadi; Avishek Nag (IEEE ANTS, 2020)

Virtual Network Function Embedding under Nodal Outage Using Deep Q-Learning. - Swarna Bindu Chetty; Hamed Ahmadi; Sachin Sharma 001; Avishek Nag (Future Internet, 2021)

Dynamic Decomposition of Service Function Chain Using a Deep Reinforcement Learning Approach. - Swarna Bindu Chetty; Hamed Ahmadi; Massimo Tornatore; Avishek Nag (IEEE Access, 2022)

Dynamic Prioritization and Adaptive Scheduling Using Deep Deterministic Policy Gradient for Deploying Microservice-Based VNFs. - Swarna Bindu Chetty; Hamed Ahmadi; Avishek Nag (ICC, 2023)

Energy Saving in 6G O-RAN Using DQN-Based xApp. - Qiao Wang; Swarna Bindu Chetty; Ahmed Al-Tahmeesschi; Xuanyu Liang; Yi Chu; Hamed Ahmadi (CAMAD, 2024)

Enhancing Energy Efficiency in O-RAN Through Intelligent xApps Deployment. - Xuanyu Liang; Ahmed Al-Tahmeesschi; Qiao Wang; Swarna Bindu Chetty; Chenrui Sun; Hamed Ahmadi (WINCOM, 2024)

Continuous Transfer Learning for UAV Communication-Aware Trajectory Design. - Chenrui Sun; Gianluca Fontanesi; Swarna Bindu Chetty; Xuanyu Liang; Berk Canberk; Hamed Ahmadi (WINCOM, 2024)

Energy Consumption of Machine Learning Enhanced Open RAN: A Comprehensive Review. - Xuanyu Liang; Qiao Wang; Ahmed Al-Tahmeesschi; Swarna Bindu Chetty; David Grace; Hamed Ahmadi (IEEE Access, 2024)

Optimizing 6G Dense Network Deployment for the Metaverse Using Deep Reinforcement Learning. - Jie Zhang; Swarna Bindu Chetty; Qiao Wang; Chenrui Sun; Paul Daniel Mitchell; David Grace; Hamed Ahmadi (INFOCOM WKSHPS, 2025)

Energy Consumption Reduction for UAV Trajectory Training: A Transfer Learning Approach. - Chenrui Sun; Swarna Bindu Chetty; Gianluca Fontanesi; Jie Zhang; Amir Hossein Mohajerzadeh; David Grace; Hamed Ahmadi (WCNC, 2025)

Large-Scale AI in Telecom: Charting the Roadmap for Innovation, Scalability, and Enhanced Digital Experiences. - Adnan Shahid; Adrian Kliks; Ahmed Al-Tahmeesschi; Ahmed Elbakary; Alexandros Nikou; Ali Maatouk; Ali Mokh; Amirreza Kazemi; Antonio De Domenico; Athanasios Karapantelakis; Bo Cheng 001; Bo Yang 035; et al. (CoRR, 2025)

Towards Sustainability in 6G and beyond: Challenges and Opportunities of Open RAN. - Hamed Ahmadi; Mostafa Rahmani; Swarna Bindu Chetty; Eirini Eleni Tsiropoulou; Huseyin Arslan; Mérouane Debbah; Tony Q. S. Quek (CoRR, 2025)

An Explainable AI Framework for Dynamic Resource Management in Vehicular Network Slicing. - Haochen Sun; Yifan Liu; Ahmed Al-Tahmeesschi; Swarna Bindu Chetty; Syed Ali Raza Zaidi; Avishek Nag; Hamed Ahmadi (CoRR, 2025)

Optimized Resource Allocation for Cloud-Native 6G Networks: Zero-Touch ML Models in Microservices-Based VNF Deployments. - Swarna Bindu Chetty; Avishek Nag; Ahmed Al-Tahmeesschi; Qiao Wang; Berk Canberk; Johann Márquez-Barja; Hamed Ahmadi (IEEE Netw., 2025)

Sovereign AI for 6G: Towards the Future of AI-Native Networks. - Swarna Bindu Chetty; David Grace; Simon Saunders; Paul Harris; Eirini Eleni Tsiropoulou; Tony Q. S. Quek; Hamed Ahmadi (CoRR, 2025)

Digital Twin-Assisted Resilient Planning for mmWave IAB Networks via Graph Attention Networks. - Jie Zhang; Mostafa Rahmani Ghourtani; Swarna Bindu Chetty; Paul Daniel Mitchell; Hamed Ahmadi (CoRR, 2025)

Toward Sustainability in 6G and Beyond: Challenges and Opportunities of Open RAN. - Hamed Ahmadi; Mostafa Rahmani; Swarna Bindu Chetty; Eirini Eleni Tsiropoulou; Huseyin Arslan; Mérouane Debbah; Tony Q. S. Quek (IEEE Commun. Stand. Mag., 2025)