Session Evolutionary Algorithms for ADPRL
Chair Hisashi Handa
Co-Chair Ichiro Kobayashi

Exploring the Relationship of Reward and Punishment in Reinforcement Learning – Evolving Action Meta-Learning Functions in Goal Navigation
Robert Lowe and Tom Ziemke

Analyzing Collective Behavior in Evolutionary Swarm Robotic Systems Based on an Ethological Approach
Toshiyuki Yasuda, Nanami Wada, Kazuhiro Ohkura and Yoshiyuki Matsumura

Reinforcement Learning to Train Ms. Pac-Man Using Higher-Order Action-Relative Inputs
Luuk Bom, Ruud Henken and Marco Wiering

A Study on the Efficiency of Learning a Robot Controller in Various Environments
Sachiko Soga and Ichiro Kobayashi