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SOTA Influence Maximization benchmarks and papers with code | Wizwand
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Influence Maximization
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
InfluMax Node-selection
PostDeg-L-Adaptive
Relative Improvement over LN Backbone
3.61
9
1mo ago
AIM N=2500 (test)
LMTA
Avg. Reward
654.29
9
2mo ago
AIM N=2000 (test)
LMTA
Avg. Reward
605.55
9
2mo ago
AIM N=1500 (test)
LMTA
Average Reward
540.78
9
2mo ago
AIM N=1000 (test)
LMTA
Average Reward
416.06
9
2mo ago
Twitter Real-world (test)
DQ4FairIM
Disparity Fairness
0.0375
9
4mo ago
Facebook Real-world (test)
CELF
Disparity Fairness
0.0375
9
4mo ago
Obesity Synthetic (test)
DQ4FairIM
Disparity Fairness
0.0043
9
4mo ago
HBA10k Synthetic (test)
CrossWalk
Disparity Fairness
1.16
9
4mo ago
HBA1k Synthetic (test)
Parity
Disparity Fairness
0.0137
9
4mo ago
Twitter Real-world
CEA
Outreach
19.27
9
4mo ago
Facebook Real-world
CrossWalk
Outreach
85.23
9
4mo ago
Obesity Synthetic
CEA
Outreach
11.82
9
4mo ago
HBA10k Synthetic
CEA
Outreach
11.19
9
4mo ago
HBA1k Synthetic
DQ4FairIM
Outreach
20.98
9
4mo ago
HBA50k (test)
CEA
Outreach
9.89
8
4mo ago
HBA40k (test)
CEA
Outreach
10.02
8
4mo ago
HBA30k (test)
CEA
Outreach
10.15
8
4mo ago
HBA20k (test)
CEA
Outreach
0.1038
8
4mo ago
Indian Microfinance Village Networks Village 41
Q-Ising
Mean Reward
0.046
6
2mo ago
Indian Microfinance Village Networks Village 40
Q-Ising
Mean Reward
0.08
6
2mo ago
Indian Microfinance Village Networks Village 39
Q-Ising
Mean Reward
0.107
6
2mo ago
Indian Microfinance Village Networks Village 38
Q-Ising
Mean Reward
0.073
6
2mo ago
Indian Microfinance Village Networks Village 37
Plain DQN
Mean Reward
12.8
6
2mo ago
Indian Microfinance Village Networks Village 36
Plain DQN
Mean Reward
0.088
6
2mo ago
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