Preliminary tests of an anticipatory classifier system with experience replay
Olgierd Unold, Norbert Kozłowski, Łukasz Śmierzchała · Proceedings of the Genetic and Evolutionary Computation Conference Companion · 2022
The paper describes the first attempts toward designing and evaluating Anticipatory Classifier System ACS2 in conjunction with Experience Replay (ER). Promising results verified by statistical tests are obtained both on single- and multi-step problems, albeit limited to deterministic and discrete tasks. The analysis indicates that ACS2 using memorized experiences has the potential for significant improvements in learning efficiency and knowledge generality.