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cs.LG2026
Single or Multiple Policies for Phase-Structured Reinforcement Learning?
Guilhem Loussouarn, Nancy Nayak, Kin K. Leung
Many reinforcement-learning (RL) problems are non-stationary yet structured and can be decomposed into phases, each with its own transition probabilities and reward functions. When…
cs.NI2026
RL-based Joint Coverage and Beam Optimization of High Altitude Platform Systems
Guilhem Loussouarn, Nancy Nayak, Kin K. Leung +1
High Altitude Platform Systems (HAPS) are a promising component of 6G network architectures, offering a unique "freedom of movement" that distinguishes them from static terrestrial…