/diminishing-reward-shaping

Official code for "Designing Non-greedy Reinforcement Learning Agents with Diminishing Reward Shaping" (AIES 2018 paper)

Primary LanguagePython

diminishing-reward-shaping

Code of our AIES 2018 paper "Designing Non-greedy Reinforcement Learning Agents with Diminishing Reward Shaping".

Full paper here: http://www.aies-conference.com/wp-content/papers/main/AIES_2018_paper_97.pdf

Game

This repository contains two reinforcement learning games which details are self-designed

  • Gathering Game
  • Hunter Prey

Reference

  • Leibo, J. Z.; Zambaldi, V.; Lanctot, M.; Marecki, J.; and Graepel, T. 2017. Multi-agent reinforcement learning in sequential social dilemmas. In Proceedings of the 16th Conference on Autonomous Agents and MultiAgent Systems, 464–473. International Foundation for Autonomous Agents and Multiagent Systems.
  • https://keon.io/deep-q-learning/