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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 31–40 of 121 papers

Title	Date	Tasks	Status	Hype	Score
Transformer-based Value Function Decomposition for Cooperative Multi-agent Reinforcement Learning in StarCraft	Aug 15, 2022	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	1	5
DFAC Framework: Factorizing the Value Function via Quantile Mixture for Multi-Agent Distributional Q-Learning	Feb 16, 2021	Multi-agent Reinforcement LearningQ-Learning	CodeCode Available	1	5
FoX: Formation-aware exploration in multi-agent reinforcement learning	Aug 22, 2023	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	1	5
AutoWeka4MCPS-AVATAR: Accelerating Automated Machine Learning Pipeline Composition and Optimisation	Nov 21, 2020	BIG-bench Machine LearningCPU	CodeCode Available	0	5
Decision-making with Speculative Opponent Models	Nov 22, 2022	Decision MakingSMAC	CodeCode Available	0	5
Decentralized Transformers with Centralized Aggregation are Sample-Efficient Multi-Agent World Models	Jun 22, 2024	Reinforcement Learning (RL)SMAC	CodeCode Available	0	5
PPS-QMIX: Periodically Parameter Sharing for Accelerating Convergence of Multi-Agent Reinforcement Learning	Mar 5, 2024	Federated LearningMulti-agent Reinforcement Learning	CodeCode Available	0	5
A Unified Framework for Factorizing Distributional Value Functions for Multi-Agent Reinforcement Learning	Jun 4, 2023	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	0	5
Additive Tree-Structured Conditional Parameter Spaces in Bayesian Optimization: A Novel Covariance Function and a Fast Implementation	Oct 6, 2020	Bayesian Optimizationglobal-optimization	CodeCode Available	0	5
On the Performance of Differential Evolution for Hyperparameter Tuning	Apr 15, 2019	Bayesian OptimizationBIG-bench Machine Learning	CodeCode Available	0	5

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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