Curiosity-Driven Multi-Agent Exploration with Mixed Objectives

no code implementations • 29 Oct 2022 • Roben Delos Reyes, Kyunghwan Son, Jinhwan Jung, Wan Ju Kang, Yung Yi

First, we develop a two-headed curiosity module that is trained to predict the corresponding agent's next observation in the first head and the next joint observation in the second head.

QTRAN++: Improved Value Transformation for Cooperative Multi-Agent Reinforcement Learning

no code implementations • 22 Jun 2020 • Kyunghwan Son, Sung-Soo Ahn, Roben Delos Reyes, Jinwoo Shin, Yung Yi

QTRAN is a multi-agent reinforcement learning (MARL) algorithm capable of learning the largest class of joint-action value functions up to date.

reinforcement-learning Reinforcement Learning (RL) +2