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SOTA Multi-Agent Pathfinding benchmarks and papers with code | Wizwand
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Multi-Agent Pathfinding
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
random map
Baseline
Success Rate
100
32
3mo ago
den520d map
Baseline
Success Rate
100
32
3mo ago
Berlin map
Baseline
Success Rate
100
28
3mo ago
Warehouse map
C-ORCA*-MAPF
Average MAPF Calls
0
21
1mo ago
Room map
C-ORCA*-MAPF
Average MAPF Calls
0.19
17
1mo ago
Gap map
C-ORCA*-MAPF
Avg MAPF Calls per Instance
0
17
1mo ago
5-agent Sum (test)
Qwen3-4B + GRPO + LLM-as-Environment-Engineer
Valid Rate
18.67
7
1mo ago
5-agent evaluation set (10x10)
Qwen3-4B + GRPO + LLM-as-Environment-Engineer
Valid Rate
8
7
1mo ago
5-agent evaluation set (9x9)
Qwen3-4B + GRPO + LLM-as-Environment-Engineer
Valid Rate
10
7
1mo ago
5-agent 8x8 evaluation set
Qwen3-4B + GRPO + LLM-as-Environment-Engineer
Valid Rate
18
7
1mo ago
5-agent 7x7 (test)
Qwen3-4B + GRPO + LLM-as-Environment-Engineer
Valid Rate
22
7
1mo ago
5-agent 6x6 (evaluation set)
Qwen3-4B + GRPO + LLM-as-Environment-Engineer
Valid Rate
26
7
1mo ago
5-agent 5x5 (evaluation set)
Qwen3-4B + GRPO + LLM-as-Environment-Engineer
Valid Rate
28
7
1mo ago
POGEMA
Expert
Average Throughput (Random)
2.16
7
3mo ago
Flatland Competition (test)
An Old Driver
Score
297.507
4
5mo ago
AGV Pathfinding Simulation 8 agents
SNN
Energy (mJ)
1.95
3
1mo ago
AGV Pathfinding Simulation 4 agents
SNN
Energy (mJ)
1.21
3
1mo ago
AGV Pathfinding Simulation 2 agents
SNN
Energy (mJ)
1.53
3
1mo ago
AGV Pathfinding Simulation 1 agent
SNN
Energy (mJ)
0.89
3
1mo ago
warehouse 38 robots
DIVE
Solution Completeness Rate
100
1
23d ago
room 20 robots
DIVE
Completeness Rate
100
1
23d ago
random 41 robots
DIVE
Increment Found Rate
100
1
23d ago
empty 51 robots
DIVE
Instances Found
100
1
23d ago
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