Jonathan D. Thomas

Publication Activity (10 Years)

Years Active: 2021-2023
Publications (10 Years): 11

Top Topics

Base Classifiers

Reinforcement Learning

Domain Dependent

Next Generation Networks

Top Venues

Publications

Jonathan D. Thomas, Raúl Santos-Rodríguez, Mihai Anca, Robert J. Piechocki
Multi-lingual agents through multi-headed neural networks. NLDL (2023)
Mihai Anca, Jonathan D. Thomas, Dabal Pedamonti, Mark Hansen, Matthew Studley
Achieving Goals Using Reward Shaping and Curriculum Learning. FTC (1) (2023)
Aleksandar Krnjaic, Jonathan D. Thomas, Georgios Papoudakis, Lukas Schäfer, Peter Börsting, Stefano V. Albrecht
Scalable Multi-Agent Reinforcement Learning for Warehouse Logistics with Robotic and Human Co-Workers. CoRR (2022)
Peizheng Li, Jonathan D. Thomas, Xiaoyang Wang, Ahmed Khalil, Abdelrahim Kasem Ahmad, Rui Inacio, Shipra Kapoor, Arjun Parekh, Angela Doufexi, Arman Shojaeifard, Robert J. Piechocki
RLOps: Development Life-Cycle of Reinforcement Learning Aided Open RAN. IEEE Access 10 (2022)
Hakan Erdol, Xiaoyang Wang, Peizheng Li, Jonathan D. Thomas, Robert J. Piechocki, George Oikonomou, Rui Inacio, Abdelrahim Kasem Ahmad, Keith Briggs, Shipra Kapoor
Federated Meta-Learning for Traffic Steering in O-RAN. VTC Fall (2022)
Hakan Erdol, Xiaoyang Wang, Peizheng Li, Jonathan D. Thomas, Robert J. Piechocki, George Oikonomou, Rui Inacio, Abdelrahim Kasem Ahmad, Keith Briggs, Shipra Kapoor
Federated Meta-Learning for Traffic Steering in O-RAN. CoRR (2022)
Xiaoyang Wang, Jonathan D. Thomas, Robert J. Piechocki, Shipra Kapoor, Raúl Santos-Rodríguez, Arjun Parekh
Self-play learning strategies for resource assignment in Open-RAN networks. Comput. Networks 206 (2022)
Peizheng Li, Jonathan D. Thomas, Xiaoyang Wang, Hakan Erdol, Abdelrahim Kasem Ahmad, Rui Inacio, Shipra Kapoor, Arjun Parekh, Angela Doufexi, Arman Shojaeifard, Robert J. Piechocki
Sim2real for Reinforcement Learning Driven Next Generation Networks. CoRR (2022)
Mihai Anca, Matthew Studley, Mark Hansen, Jonathan D. Thomas, Dabal Pedamonti
Effects of Reward Shaping on Curriculum Learning in Goal Conditioned Tasks. CoRR (2022)
Peizheng Li, Jonathan D. Thomas, Xiaoyang Wang, Ahmed Khalil, Abdelrahim Ahmad, Rui Inacio, Shipra Kapoor, Arjun Parekh, Angela Doufexi, Arman Shojaeifard, Robert J. Piechocki
RLOps: Development Life-cycle of Reinforcement Learning Aided Open RAN. CoRR (2021)
Xiaoyang Wang, Jonathan D. Thomas, Robert J. Piechocki, Shipra Kapoor, Raúl Santos-Rodríguez, Arjun Parekh
Self-play Learning Strategies for Resource Assignment in Open-RAN Networks. CoRR (2021)