Browsing by Subject "reinforcement learning"
Now showing items 1-2 of 2
-
Providing Real-Valued Actions for Tangled Program Graphs Under the CartPole Benchmark
(2020-08-20)The Tangled Program Graph framework (TPG) is a genetic programming approach to reinforcement learning. Canonical TPG is limited to performing discrete actions. This thesis investigates mechanisms by which TPG might perform ... -
Scaling Genetic Programming to Challenging Reinforcement Tasks through Emergent Modularity
(2018-06-21)Algorithms that learn through environmental interaction and delayed rewards, or reinforcement learning, increasingly face the challenge of scaling to dynamic, high-dimensional environments. Video games model these types ...