K-percent Evaluation for Lifelong RL

no code implementations • 2 Apr 2024 • Golnaz Mesbahi, Parham Mohammad Panahi, Olya Mastikhina, Martha White, Adam White

In continual or lifelong reinforcement learning, access to the environment should be limited.

Goal-Space Planning with Subgoal Models

no code implementations • 6 Jun 2022 • Chunlok Lo, Kevin Roice, Parham Mohammad Panahi, Scott Jordan, Adam White, Gabor Mihucz, Farzane Aminmansour, Martha White

In this paper, we avoid this limitation by constraining background planning to a set of (abstract) subgoals and learning only local, subgoal-conditioned models.

Model-based Reinforcement Learning Reinforcement Learning (RL)