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SOTA Multi-agent coordination benchmarks and papers with code | Wizwand
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Multi-agent coordination
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
Multi-agent search-and-rescue coordination task
No Communication
Bits per Episode
0
7
4d ago
Overcooked 1.0 (Extended Evaluation 10 rounds x 25 episodes)
Proposed Method
Success Rate
93.5
5
4d ago
Overcooked Short evaluation (10 rounds x 5 episodes) 1.0
Proposed Method
Success Rate
90
5
4d ago
Meeting room scheduling Aggregate trials
Pressure-field
Solved Count
131
5
4d ago
Warehouse (uneven) size S
CMA-MAE + NCA
Success Rate
100
5
4d ago
Warehouse (even) size S
CMA-MAE + NCA
Success Rate
1
5
4d ago
Grid-world simulation
C*
Stability Score
0.556
4
4d ago
Manufacturing size S
Human
Success Rate
1
4
4d ago
Warehouse uneven size (evaluation)
CMA-MAE + NCA
Success Rate
0.84
4
4d ago
Warehouse even size (evaluation)
CMA-MAE + NCA
Success Rate
90
4
4d ago
FindGoal (test)
ae-comm
Average Episode Length
103.5
4
4d ago
RedBlueDoors (test)
ae-comm
Average Reward
0.984
4
4d ago
CIFAR Dialogue (test)
ae-comm
Average Reward
0.348
4
4d ago
Hanabi 3-player JaxMARL
IPPO
SP
24.66
3
4d ago
Hanabi 2-player JaxMARL
IPPO
SP
24.49
3
4d ago
Overcooked-AI
ProAgent
Asymmetric Advantages Score
228.723
2
4d ago
Manufacturing size (evaluation)
CMA-MAE + NCA
Success Rate
100
2
4d ago
Overcooked unseen tasks, hard difficulty
E-MAPP
Completion Rate
43.7
2
4d ago
Overcooked unseen tasks, medium difficulty
E-MAPP
Completion Rate
1
2
4d ago
Hanabi 5-player JaxMARL
IPPO
SP Score
23.73
1
4d ago
Hanabi 4-player JaxMARL
IPPO
SP
24.55
1
4d ago
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