Multi-agent Reinforcement Learning on SMAC 3s5z_vs_3s6z

Metric: Median Win Rate (higher is better)

LeaderboardDataset

Loading chart...

Results

Sort:

#	Model↕	Median Win Rate▼	Augmentations	Paper	Date↕	Code
1	ACE	100	No	ACE: Cooperative Multi-agent Q-learning with Bid...	2022-11-29	Code
2	DDN	94.03	No	DFAC Framework: Factorizing the Value Function v...	2021-02-16	Code
3	DMIX	91.08	No	DFAC Framework: Factorizing the Value Function v...	2021-02-16	Code
4	DPLEX	90.62	No	A Unified Framework for Factorizing Distribution...	2023-06-04	Code
5	VDN	89.2	No	DFAC Framework: Factorizing the Value Function v...	2021-02-16	Code
6	QPLEX	84.38	No	A Unified Framework for Factorizing Distribution...	2023-06-04	Code
7	QMIX	67.22	No	DFAC Framework: Factorizing the Value Function v...	2021-02-16	Code
8	DIQL	62.22	No	DFAC Framework: Factorizing the Value Function v...	2021-02-16	Code
9	IQL	29.83	No	DFAC Framework: Factorizing the Value Function v...	2021-02-16	Code
10	VDN	2	No	The StarCraft Multi-Agent Challenge	2019-02-11	Code
11	QMIX	2	No	Monotonic Value Function Factorisation for Deep ...	2020-03-19	Code
12	IQL	0	No	-	-	Code
13	Heuristic	0	No	-	-	Code

#1ACESOTA
100
Median Win Rate· 2022-11-29
ACE: Cooperative Multi-agent Q-learning with Bidirectional Action-Dependency Code
#2DDNSOTA
94.03
Median Win Rate· 2021-02-16
DFAC Framework: Factorizing the Value Function via Quantile Mixture for Multi-Agent Distributional Q-Learning Code
#3DMIX
91.08
Median Win Rate· 2021-02-16
DFAC Framework: Factorizing the Value Function via Quantile Mixture for Multi-Agent Distributional Q-Learning Code
#4DPLEX
90.62
Median Win Rate· 2023-06-04
A Unified Framework for Factorizing Distributional Value Functions for Multi-Agent Reinforcement Learning Code
#5VDN
89.2
Median Win Rate· 2021-02-16
DFAC Framework: Factorizing the Value Function via Quantile Mixture for Multi-Agent Distributional Q-Learning Code
#6QPLEX
84.38
Median Win Rate· 2023-06-04
A Unified Framework for Factorizing Distributional Value Functions for Multi-Agent Reinforcement Learning Code
#7QMIX
67.22
Median Win Rate· 2021-02-16
DFAC Framework: Factorizing the Value Function via Quantile Mixture for Multi-Agent Distributional Q-Learning Code
#8DIQL
62.22
Median Win Rate· 2021-02-16
DFAC Framework: Factorizing the Value Function via Quantile Mixture for Multi-Agent Distributional Q-Learning Code
#9IQL
29.83
Median Win Rate· 2021-02-16
DFAC Framework: Factorizing the Value Function via Quantile Mixture for Multi-Agent Distributional Q-Learning Code
#10VDNSOTA
2
Median Win Rate· 2019-02-11
The StarCraft Multi-Agent Challenge Code
#11QMIX
2
Median Win Rate· 2020-03-19
Monotonic Value Function Factorisation for Deep Multi-Agent Reinforcement Learning Code
#12IQL
0
Median Win Rate
No paperCode
#13Heuristic
0
Median Win Rate
No paperCode