SOTAVerified

SMAC

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

Papers

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Showing 76–100 of 121 papers

TitleStatusHype
Rainbow Delay Compensation: A Multi-Agent Reinforcement Learning Framework for Mitigating Delayed Observation—0
Research on Multi-Agent Communication and Collaborative Decision-Making Based on Deep Reinforcement Learning—0
Revisiting the Monotonicity Constraint in Cooperative Multi-Agent Reinforcement Learning—0
T2MAC: Targeted and Trusted Multi-Agent Communication through Selective Engagement and Evidence-Driven Integration—0
Robust Multi-Agent Reinforcement Learning Driven by Correlated Equilibrium—0
Role Diversity Matters: A Study of Cooperative Training Strategies for Multi-Agent RL—0
Breaking the Curse of Dimensionality in Multiagent State Space: A Unified Agent Permutation Framework—0
A Safety Modulator Actor-Critic Method in Model-Free Safe Reinforcement Learning and Application in UAV Hovering—0
A Spatiotemporal Stealthy Backdoor Attack against Cooperative Multi-Agent Deep Reinforcement Learning—0
Using Known Information to Accelerate HyperParameters Optimization Based on SMBO—0
Automated classification of pre-defined movement patterns: A comparison between GNSS and UWB technology—0
Better Understandings and Configurations in MaxSAT Local Search Solvers via Anytime Performance Analysis—0
MABL: Bi-Level Latent-Variable World Model for Sample-Efficient Multi-Agent Reinforcement Learning—0
Black-Box Optimization of Object Detector Scales—0
BLAST: A Stealthy Backdoor Leverage Attack against Cooperative Multi-Agent Deep Reinforcement Learning based Systems—0
Characterization of neighborhood behaviours in a multi-neighborhood local search algorithm—0
Aligning Individual and Collective Objectives in Multi-Agent Cooperation—0
Diffusion-based Episodes Augmentation for Offline Multi-Agent Reinforcement Learning—0
Cooperative Exploration for Multi-Agent Deep Reinforcement Learning—0
Coordinated Multi-Agent Exploration Using Shared Goals—0
CuDA2: An approach for Incorporating Traitor Agents into Cooperative Multi-Agent Systems—0
Semi-On-Policy Training for Sample Efficient Multi-Agent Policy Gradients—0
Towards Comprehensive Testing on the Robustness of Cooperative Multi-agent Reinforcement Learning—0
AgentMixer: Multi-Agent Correlated Policy Factorization—0
Depthwise Convolution for Multi-Agent Communication with Enhanced Mean-Field Approximation—0
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All datasetsSMAC MMM2SMAC 3s5z_vs_3s6zSMAC corridorSMAC 6h_vs_8zSMAC 27m_vs_30mSMAC 26m_vs_30mSMAC 3s5z_vs_4s6zSMAC 6h_vs_9zSMAC corridor_2z_vs_24zgSMAC MMM2_7m2M1M_vs_8m4M1MSMAC MMM2_7m2M1M_vs_9m3M1M

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ACEMedian Win Rate100—Unverified
2DDNMedian Win Rate97.22—Unverified
3QPLEXMedian Win Rate96.88—Unverified
4DPLEXMedian Win Rate96.88—Unverified
5DMIXMedian Win Rate95.11—Unverified
6QMIXMedian Win Rate92.44—Unverified
7VDNMedian Win Rate89.2—Unverified
8DIQLMedian Win Rate85.23—Unverified
9QMIXMedian Win Rate69—Unverified
10QMIXMedian Win Rate69—Unverified
#ModelMetricClaimedVerifiedStatus
1ACEMedian Win Rate100—Unverified
2DDNMedian Win Rate94.03—Unverified
3DMIXMedian Win Rate91.08—Unverified
4DPLEXMedian Win Rate90.62—Unverified
5VDNMedian Win Rate89.2—Unverified
6QPLEXMedian Win Rate84.38—Unverified
7QMIXMedian Win Rate67.22—Unverified
8DIQLMedian Win Rate62.22—Unverified
9IQLMedian Win Rate29.83—Unverified
10VDNMedian Win Rate2—Unverified
#ModelMetricClaimedVerifiedStatus
1ACEMedian Win Rate100—Unverified
2DDNMedian Win Rate95.4—Unverified
3DIQLMedian Win Rate91.62—Unverified
4DMIXMedian Win Rate90.45—Unverified
5VDNMedian Win Rate85.34—Unverified
6IQLMedian Win Rate84.87—Unverified
7DPLEXMedian Win Rate81.25—Unverified
8QPLEXMedian Win Rate75—Unverified
9QMIXMedian Win Rate37.61—Unverified
10QMIXMedian Win Rate1—Unverified
#ModelMetricClaimedVerifiedStatus
1ACEMedian Win Rate93.75—Unverified
2DDNMedian Win Rate83.92—Unverified
3DMIXMedian Win Rate49.43—Unverified
4DPLEXMedian Win Rate43.75—Unverified
5QPLEXAverage Score15.95—Unverified
6QMIXMedian Win Rate12.78—Unverified
7QMIXMedian Win Rate3—Unverified
8QMIXMedian Win Rate3—Unverified
9DIQLMedian Win Rate0—Unverified
10IQLMedian Win Rate0—Unverified
#ModelMetricClaimedVerifiedStatus
1DDNMedian Win Rate91.48—Unverified
2DPLEXMedian Win Rate90.62—Unverified
3DMIXMedian Win Rate85.45—Unverified
4QMIXMedian Win Rate84.77—Unverified
5QPLEXMedian Win Rate78.12—Unverified
6VDNMedian Win Rate63.12—Unverified
7QMIXMedian Win Rate49—Unverified
8QMIXMedian Win Rate49—Unverified
9DIQLMedian Win Rate6.02—Unverified
10IQLMedian Win Rate2.27—Unverified
#ModelMetricClaimedVerifiedStatus
1DMIXAverage Score19.17—Unverified
2QPLEXAverage Score18.66—Unverified
3DPLEXAverage Score18.49—Unverified
4DDNAverage Score18.49—Unverified
5QMIXAverage Score18.23—Unverified
6VDNAverage Score16.69—Unverified
#ModelMetricClaimedVerifiedStatus
1DDNAverage Score19.65—Unverified
2DMIXAverage Score18.61—Unverified
3VDNAverage Score17.16—Unverified
4DPLEXAverage Score14.99—Unverified
5QPLEXAverage Score13.6—Unverified
6QMIXAverage Score13.09—Unverified
#ModelMetricClaimedVerifiedStatus
1DDNAverage Score16—Unverified
2DPLEXAverage Score14.84—Unverified
3QPLEXAverage Score13.86—Unverified
4DMIXAverage Score13.73—Unverified
5VDNAverage Score13.57—Unverified
6QMIXAverage Score12.37—Unverified
#ModelMetricClaimedVerifiedStatus
1DDNAverage Score11.1—Unverified
2DPLEXAverage Score10.71—Unverified
3VDNAverage Score7.78—Unverified
4DMIXAverage Score7.41—Unverified
5QPLEXAverage Score6.44—Unverified
6QMIXAverage Score4.8—Unverified
#ModelMetricClaimedVerifiedStatus
1DDNAverage Score16.5—Unverified
2DMIXAverage Score16.24—Unverified
3DPLEXAverage Score15.89—Unverified
4QPLEXAverage Score15.52—Unverified
5QMIXAverage Score14.4—Unverified
6VDNAverage Score13.13—Unverified
#ModelMetricClaimedVerifiedStatus
1DDNAverage Score19.45—Unverified
2DPLEXAverage Score19.4—Unverified
3DMIXAverage Score19.33—Unverified
4QPLEXAverage Score19.06—Unverified
5QMIXAverage Score19.01—Unverified
6VDNAverage Score17.3—Unverified