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14/04/2025-16/04/2025
Technical University of Valencia, Spain
Lecturers
Salah El Ayoubi
CentraleSupelec
Richard Combes
CentraleSupelec
Giang Nguyen
TU Dresden
Program of the Course
Monday ( Apr. 14 )
10:00 - 16:00 - Advanced Networking ( G. Nguyen )
Introduction on future communication networks and systems
Enabling technologies w/hands-on
Key concepts leveraging NFV-SDN
Deploying in-network innovative technologies w/hands-on
Tuesday ( Apr. 15 )
10:00 - 16:00 - Reinforcement Learning ( R. Combes )
Efficient algorithms for multi-armed bandit problems
Optimal control of Markov decision processes
Q-learning and variants
Approximation techniques: policy gradients, deep reinforcement learning
Wednesday ( Apr. 16 )
10:00 - 16:00 - Performance evaluation and simulation of mobile networks (S. El Ayoubi)
Queuing theory: basic concepts
Performance modeling for 4G and 5G networks
Hybrid theoretical/simulation methodologies for performance evaluation
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