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Benchmarks
UAV Coverage on DroneConnect
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80
Coverage Ratio
Static MILP upper bound
62.32
66.91
71.5
76.09
Mar 17, 2026
Coverage Ratio
Updated 2mo ago
Evaluation Results
Method
Method
Links
Coverage Ratio
Static MILP upper bound
M=5, N=10
2026.03
80
Ours (CTDE, dual-attention)
M=5, N=10, Comm=UC, Ob...
2026.03
79
Centralized single-agent RL
M=5, N=10, Obs=FO
2026.03
79
Ours (CTDE, dual-attention)
M=5, N=10, Comm=RC, Ob...
2026.03
77
Static MILP upper bound
M=3, N=6
2026.03
77
Ours (CTDE, dual-attention)
M=3, N=6, Comm=UC, Obs=FO
2026.03
76
Ours (CTDE, dual-attention)
M=5, N=10, Comm=UC, Ob...
2026.03
76
Centralized single-agent RL
M=3, N=6, Obs=FO
2026.03
75
Ours (CTDE, dual-attention)
M=3, N=6, Comm=RC, Obs=FO
2026.03
74
Ours (CTDE, dual-attention)
M=5, N=10, Comm=RC, Ob...
2026.03
74
Ours (CTDE, dual-attention)
M=3, N=6, Comm=UC, Obs=PO
2026.03
72
Ours (CTDE, dual-attention)
M=3, N=6, Comm=RC, Obs=PO
2026.03
71
Ablation: no inter-communication
M=5, N=10, Comm=RC, Ob...
2026.03
65
Ablation: no entity attention
M=5, N=10, Comm=RC, Ob...
2026.03
63
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