Nature

Deep reinforcement learning for self-tuning laser source of dissipative solitons

Increasing complexity of modern laser systems, mostly originated from the nonlinear dynamics of radiation, makes control of their operation more and more challenging, calling for development of new ...
Nature

Competitive swarm reinforcement learning improves stability and performance of deep reinforcement learning

Reinforcement Learning (RL) enable agents to learn from interactions with their environment by mapping environmental states to actions, aiming to maximize the value of received feedback signals. The ...