Bombalytics: Visualization of competition and collaboration strategies of players in a bomb laying game
Competition and collaboration form complex interaction patterns between the agents and
objects involved. Only by understanding these interaction patterns, we can reveal the …
objects involved. Only by understanding these interaction patterns, we can reveal the …
Analysis of statistical forward planning methods in Pommerman
D Perez-Liebana, RD Gaina, O Drageset… - Proceedings of the …, 2019 - ojs.aaai.org
Pommerman is a complex multi-player and partially observable game where agents try to be
the last standing to win. This game poses very interesting challenges to AI, such as …
the last standing to win. This game poses very interesting challenges to AI, such as …
Accelerating training in pommerman with imitation and reinforcement learning
The Pommerman simulation was recently developed to mimic the classic Japanese game
Bomberman, and focuses on competitive gameplay in a multi-agent setting. We focus on the …
Bomberman, and focuses on competitive gameplay in a multi-agent setting. We focus on the …
Efficient searching with MCTS and imitation learning: a case study in Pommerman
H Yang, S Li, X Xu, X Liu, Z Meng, Y Zhang - IEEE Access, 2021 - ieeexplore.ieee.org
Pommerman is a popular reinforcement learning environment because it imposes several
challenges such as sparse and deceptive rewards and delayed action effects. In this paper …
challenges such as sparse and deceptive rewards and delayed action effects. In this paper …
Sample Efficient Training in Multi-Agent Adversarial Games with Limited Teammate Communication
H Meisheri, H Khadilkar - arXiv preprint arXiv:2011.00424, 2020 - arxiv.org
We describe our solution approach for Pommerman TeamRadio, a competition environment
associated with NeurIPS 2019. The defining feature of our algorithm is achieving sample …
associated with NeurIPS 2019. The defining feature of our algorithm is achieving sample …
Environmental curriculum learning for efficiently achieving superhuman play in games
R Sun - 2020 - ideals.illinois.edu
Reinforcement learning has made large strides in training agents to play games, including
complex ones such as arcade game Pommerman and real-time strategy game StarCraft II …
complex ones such as arcade game Pommerman and real-time strategy game StarCraft II …