A framework for lifelong reinforcement learning with PAC-Bayes generalization guarantees.
This repository contains the implementation of EPIC, which is described in our paper:
📄 Statistical Guarantees for Lifelong Reinforcement Learning using PAC-Bayes Theory
We develop an EPIC-based lifelong reinforcement learning framework that enables adaptive policy updates and efficient knowledge transfer across tasks while ensuring statistical generalization guarantees.