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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 41–50 of 121 papers

Title	Date	Tasks	Status	Hype
Dual Ensembled Multiagent Q-Learning with Hypernet Regularizer	Feb 4, 2025	Q-LearningSMAC	CodeCode Available	0
O-MAPL: Offline Multi-agent Preference Learning	Jan 31, 2025	Reinforcement Learning (RL)SMAC	—Unverified	0
BLAST: A Stealthy Backdoor Leverage Attack against Cooperative Multi-Agent Deep Reinforcement Learning based Systems	Jan 3, 2025	Deep Reinforcement LearningSMAC	—Unverified	0
Offline-to-Online Multi-Agent Reinforcement Learning with Offline Value Function Memory and Sequential Exploration	Oct 25, 2024	Efficient ExplorationMulti-agent Reinforcement Learning	—Unverified	0
A Safety Modulator Actor-Critic Method in Model-Free Safe Reinforcement Learning and Application in UAV Hovering	Oct 9, 2024	Reinforcement Learning (RL)Safe Reinforcement Learning	—Unverified	0
A Spatiotemporal Stealthy Backdoor Attack against Cooperative Multi-Agent Deep Reinforcement Learning	Sep 12, 2024	Backdoor AttackDeep Reinforcement Learning	—Unverified	0
Diffusion-based Episodes Augmentation for Offline Multi-Agent Reinforcement Learning	Aug 23, 2024	Multi-agent Reinforcement Learningreinforcement-learning	—Unverified	0
Improving Global Parameter-sharing in Physically Heterogeneous Multi-agent Reinforcement Learning with Unified Action Space	Aug 14, 2024	Multi-agent Reinforcement LearningSMAC	—Unverified	0
QTypeMix: Enhancing Multi-Agent Cooperative Strategies through Heterogeneous and Homogeneous Value Decomposition	Aug 12, 2024	Multi-agent Reinforcement LearningSMAC	CodeCode Available	0
CuDA2: An approach for Incorporating Traitor Agents into Cooperative Multi-Agent Systems	Jun 25, 2024	Adversarial AttackMulti-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