no code implementations • 31 Jul 2023 • Stephen Kelly, Daniel S. Park, Xingyou Song, Mitchell McIntire, Pranav Nashikkar, Ritam Guha, Wolfgang Banzhaf, Kalyanmoy Deb, Vishnu Naresh Boddeti, Jie Tan, Esteban Real
We evolve modular policies that tune their model parameters and alter their inference algorithm on-the-fly to adapt to sudden environmental changes.
no code implementations • 23 Jun 2021 • Stephen Kelly, Tatiana Voegerl, Wolfgang Banzhaf, Cedric Gondro
We use genetic programming to evolve highly-generalized agents capable of operating in six unique environments from the control literature, including OpenAI's entire Classic Control suite.
1 code implementation • 9 Feb 2021 • Kenneth N. Reid, Iliya Miralavy, Stephen Kelly, Wolfgang Banzhaf, Cedric Gondro
Efficient optimization of resources is paramount to success in many problems faced today.