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Papers Benchmarks Datasets Tasks

SMAC dataset and benchmarks – Page 6 · SOTA2 Research

Research Datasets

SMAC

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Multi-Agent Reinforcement Learning

SMAC 8m

100Win Rate

7

Multi-Agent Reinforcement Learning

SMAC 2c64zg

100Win Rate

7

Multi-Agent Reinforcement Learning

SMAC 27m_vs_30m (test)

19.71Test Win Rate

7

Multi-agent reinforcement learning

SMAC Zerg 10v10 v2

31.9AUC

6

Multi-agent reinforcement learning

SMAC Corridor

0.302AUC

6

Multi-agent reinforcement learning

SMAC MMM2

0.808AUC

6

Multi-agent reinforcement learning

SMAC 1o_10b_vs_1r

36.6AUC

6

Multi-Agent Reinforcement Learning

smac 1o_2r_vs_4r

49.8AUC

6

Multi-Agent Transfer Learning

SMAC 3m to 10mvs11m

0.38Steps to 80% Reward

6

Multi-Agent Transfer Learning

SMAC 3m to 3s5zvs3s6z

2.85Steps to 80% Reward

6

Multi-Agent Transfer Learning

SMAC 8m to 3m

0.47Environment Steps to 80% Reward

6

Multi-Agent Transfer Learning

SMAC 3m to 8m

0.54Steps to 80% Reward

6

Multi-Agent Reinforcement Learning

SMAC 3m to 10mvs11m

80Final Win Rate

6

Multi-Agent Reinforcement Learning

SMAC 3m to 3s5zvs3s6z

72Win Rate

6

Multi-Agent Reinforcement Learning

SMAC 8m to 3m

96Final Win Rate

6

StarCraft Micromanagement

SMAC MMM2 (Medium)

59Win Rate

6

StarCraft Micromanagement

SMAC MMM2 (Expert)

71Win Rate

6

Real-time micro-management

SMAC 25m

68Win Rate

6

Real-time micro-management

SMAC 8m

70Win Rate

6

Real-time micro-management

SMAC 3m

88Win Rate

6

Multi-Agent Reinforcement Learning

SMAC 2c_vs_64zg

0.072State Entropy

6

SMAC 8m offline (Poor)

10.8Average Score

6

SMAC 3m offline (Good)

19.9Average Score

6

Cooperative Multi-Agent Reinforcement Learning

SMAC 3s5z_vs_3s6z (SH)

63Mean Success Rate

6

Cooperative Multi-Agent Reinforcement Learning

SMAC 8m_vs_9m Hard

0.67Mean Success Rate

6

Page 6 of 12

Popular tasks

Multi-Agent Reinforcement Learning Multi-Agent Cooperative Control Multi-agent Micromanagement Cooperative Multi-Agent Reinforcement Learning Offline Multi-Agent Reinforcement Learning

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