Squirrel
Benchmarks
TaskDatasetSOTA resultTrendResults
Squirrel
83.49Accuracy
815
Squirrel (test)
76.01Mean Accuracy
353
SQUIRREL vanilla (test)
1.33Miss-classification Rate
322
Squirrel 60%/20%/20% random splits
62.14Accuracy
44
SQUIRREL FILTERED (test)
43.1Accuracy
42
Squirrel (fixed)
61.81Accuracy
42
Squirrel (48/32/20)
74.1Mean Accuracy
40
Squirrel filtered
41.8Accuracy
35
Squirrel Standard (test)
61.81Accuracy
33
Squirrel (10 different splits)
0.618Accuracy
27
Squirrel dense filtered
42.66Accuracy
26
Squirrel dense split original
68.93Accuracy
26
Squirrel
5Rank
24
Squirrel L=L* (test)
67.27Accuracy
24
Squirrel fix (test)
44.11Test Accuracy
23
Squirrel Undirected (test)
64.23Accuracy
23
Squirrel
0.01Average Runtime (s)
20
Squirrel
0.589Normalized MAE Loss
20
Squirrel heterophilic (test)
26.13Error Rate (%)
18
Squirrel Poisoned
48.53Accuracy
17
Squirrel (60/20/20)
57.5Accuracy
17
Squirrel (dense)
56.61Mean Accuracy
17
Squirrel (48%/32%/20%)
73.65Accuracy
16
Squirrel (test)
0.24Conductance
15
Squirrel homophily: 0.22 (test)
57.32Accuracy
15