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SMAC

Bechmarks for Efficient Exploration of Completion of Multi-stage Tasks and Usage of Environmental Factors

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1–10 of 121 papers

Title	Date	Tasks	Status	Hype
Generalizable Agent Modeling for Agent Collaboration-Competition Adaptation with Multi-Retrieval and Dynamic Generation	Jun 20, 2025	Multi-agent Reinforcement LearningSMAC	CodeCode Available	0
Curriculum Learning With Counterfactual Group Relative Policy Advantage For Multi-Agent Reinforcement Learning	Jun 9, 2025	counterfactualMulti-agent Reinforcement Learning	CodeCode Available	1
Ensemble-MIX: Enhancing Sample Efficiency in Multi-Agent RL Using Ensemble Methods	Jun 3, 2025	Ensemble LearningMulti-agent Reinforcement Learning	—Unverified	0
Dynamic Sight Range Selection in Multi-Agent Reinforcement Learning	May 19, 2025	Multi-agent Reinforcement Learningreinforcement-learning	—Unverified	0
POCAII: Parameter Optimization with Conscious Allocation using Iterative Intelligence	May 16, 2025	Hyperparameter OptimizationSMAC	—Unverified	0
JaxRobotarium: Training and Deploying Multi-Robot Policies in 10 Minutes	May 10, 2025	BenchmarkingGPU	CodeCode Available	1
Rainbow Delay Compensation: A Multi-Agent Reinforcement Learning Framework for Mitigating Delayed Observation	May 6, 2025	Multi-agent Reinforcement LearningSMAC	—Unverified	0
Learning Generalizable Skills from Offline Multi-Task Data for Multi-Agent Cooperation	Mar 27, 2025	MuJoCoSMAC	CodeCode Available	0
AVA: Attentive VLM Agent for Mastering StarCraft II	Mar 7, 2025	Retrieval-augmented GenerationSMAC	CodeCode Available	1
Low-Rank Agent-Specific Adaptation (LoRASA) for Multi-Agent Policy Learning	Feb 8, 2025	MuJoCoMulti-agent Reinforcement Learning	—Unverified	0

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All datasets SMAC MMM2 SMAC 3s5z_vs_3s6z SMAC corridor SMAC 6h_vs_8z SMAC 27m_vs_30m SMAC 26m_vs_30m SMAC 3s5z_vs_4s6z SMAC 6h_vs_9z SMAC corridor_2z_vs_24zg SMAC MMM2_7m2M1M_vs_8m4M1M SMAC MMM2_7m2M1M_vs_9m3M1M

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	ACE	Median Win Rate	100	—	Unverified
2	DDN	Median Win Rate	97.22	—	Unverified
3	QPLEX	Median Win Rate	96.88	—	Unverified
4	DPLEX	Median Win Rate	96.88	—	Unverified
5	DMIX	Median Win Rate	95.11	—	Unverified
6	QMIX	Median Win Rate	92.44	—	Unverified
7	VDN	Median Win Rate	89.2	—	Unverified
8	DIQL	Median Win Rate	85.23	—	Unverified
9	QMIX	Median Win Rate	69	—	Unverified
10	QMIX	Median Win Rate	69	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ACE	Median Win Rate	100	—	Unverified
2	DDN	Median Win Rate	94.03	—	Unverified
3	DMIX	Median Win Rate	91.08	—	Unverified
4	DPLEX	Median Win Rate	90.62	—	Unverified
5	VDN	Median Win Rate	89.2	—	Unverified
6	QPLEX	Median Win Rate	84.38	—	Unverified
7	QMIX	Median Win Rate	67.22	—	Unverified
8	DIQL	Median Win Rate	62.22	—	Unverified
9	IQL	Median Win Rate	29.83	—	Unverified
10	VDN	Median Win Rate	2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ACE	Median Win Rate	100	—	Unverified
2	DDN	Median Win Rate	95.4	—	Unverified
3	DIQL	Median Win Rate	91.62	—	Unverified
4	DMIX	Median Win Rate	90.45	—	Unverified
5	VDN	Median Win Rate	85.34	—	Unverified
6	IQL	Median Win Rate	84.87	—	Unverified
7	DPLEX	Median Win Rate	81.25	—	Unverified
8	QPLEX	Median Win Rate	75	—	Unverified
9	QMIX	Median Win Rate	37.61	—	Unverified
10	QMIX	Median Win Rate	1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ACE	Median Win Rate	93.75	—	Unverified
2	DDN	Median Win Rate	83.92	—	Unverified
3	DMIX	Median Win Rate	49.43	—	Unverified
4	DPLEX	Median Win Rate	43.75	—	Unverified
5	QPLEX	Average Score	15.95	—	Unverified
6	QMIX	Median Win Rate	12.78	—	Unverified
7	QMIX	Median Win Rate	3	—	Unverified
8	QMIX	Median Win Rate	3	—	Unverified
9	DIQL	Median Win Rate	0	—	Unverified
10	IQL	Median Win Rate	0	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DDN	Median Win Rate	91.48	—	Unverified
2	DPLEX	Median Win Rate	90.62	—	Unverified
3	DMIX	Median Win Rate	85.45	—	Unverified
4	QMIX	Median Win Rate	84.77	—	Unverified
5	QPLEX	Median Win Rate	78.12	—	Unverified
6	VDN	Median Win Rate	63.12	—	Unverified
7	QMIX	Median Win Rate	49	—	Unverified
8	QMIX	Median Win Rate	49	—	Unverified
9	DIQL	Median Win Rate	6.02	—	Unverified
10	IQL	Median Win Rate	2.27	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DMIX	Average Score	19.17	—	Unverified
2	QPLEX	Average Score	18.66	—	Unverified
3	DPLEX	Average Score	18.49	—	Unverified
4	DDN	Average Score	18.49	—	Unverified
5	QMIX	Average Score	18.23	—	Unverified
6	VDN	Average Score	16.69	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DDN	Average Score	19.65	—	Unverified
2	DMIX	Average Score	18.61	—	Unverified
3	VDN	Average Score	17.16	—	Unverified
4	DPLEX	Average Score	14.99	—	Unverified
5	QPLEX	Average Score	13.6	—	Unverified
6	QMIX	Average Score	13.09	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DDN	Average Score	16	—	Unverified
2	DPLEX	Average Score	14.84	—	Unverified
3	QPLEX	Average Score	13.86	—	Unverified
4	DMIX	Average Score	13.73	—	Unverified
5	VDN	Average Score	13.57	—	Unverified
6	QMIX	Average Score	12.37	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DDN	Average Score	11.1	—	Unverified
2	DPLEX	Average Score	10.71	—	Unverified
3	VDN	Average Score	7.78	—	Unverified
4	DMIX	Average Score	7.41	—	Unverified
5	QPLEX	Average Score	6.44	—	Unverified
6	QMIX	Average Score	4.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DDN	Average Score	16.5	—	Unverified
2	DMIX	Average Score	16.24	—	Unverified
3	DPLEX	Average Score	15.89	—	Unverified
4	QPLEX	Average Score	15.52	—	Unverified
5	QMIX	Average Score	14.4	—	Unverified
6	VDN	Average Score	13.13	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DDN	Average Score	19.45	—	Unverified
2	DPLEX	Average Score	19.4	—	Unverified
3	DMIX	Average Score	19.33	—	Unverified
4	QPLEX	Average Score	19.06	—	Unverified
5	QMIX	Average Score	19.01	—	Unverified
6	VDN	Average Score	17.3	—	Unverified