Differential Reinforcement Learning outperforms Multi-objective TD3, Multi-Objective Bayesian Optimization, Multi-objective Genetic Algorithms on highly complex constrained …
Invited Talk Talk on applying fast optimization and control with differential reinforcement learning leveraging differential simulations.
Invited Lecture Lecture on Multi-objective Reinforcement Learning as applied to Particle Accelerators at MaLAPA 2025, CERN, Geneva.
By examining the mathematical form of the learned constraint function, we are able to confirm the agent has learned to use the established physics of each environment. In addition, …