Student Project – Machine Learning and Positioning Systems

Alexander Mattick: Beam Tracking as a Time-Varying Reinforcement Learning Problem

By mugga November 1, 20222023, 5G & 6G, Finished, Reinforcement Learning, Student Project

The envisioned transition to 5G and 6G technologies have started to transform the properties of established communication networks. In the core of this transformation lies the capability of Base Stations…

Abhinav Singh: Safe Imitation Learning for Beam Tracking

By mugga November 1, 20222022, 5G & 6G, Finished, Reinforcement Learning, Student Project

Hyeyoung Park: Towards Interpretable (and Robust) Reinforcement Learning Policies through Local Lipschitzness and Randomization

By mugga May 2, 20222021, Finished, Reinforcement Learning, Student Project

Reinforcement Learning is broadly applicable for diverse tasks across many domains. On many problems, it has achieved superhuman performance [5]. However, the black-box neural networks used by modern RL algorithms…