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DeepProbLogSLASH (PC)
50%97.73 ± 0.1297.67±0.12
80%76.07 ± 18.3896.72士0.05
90%69.15 ± 29.1594.85士0.38
97%32.46 ± 22.4882.57士4.66
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Test Acc. (%)
DeepProbLog98.49±0.18
NeurASP98.21 ± 0.30
SLASH (PC)95.39 ± 0.29
SLASH (DNN)98.74±0.21
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Slot Att.SLASH Att.
Test SetShapeWorld4 90.24 ± 0.9395.58 ± 0.61
CoGenT
Test Cond. A90.37 ± 2.1996.85 ± 0.43
Test Cond.B27.15 ± 2.3640.58 ± 1.99
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TypeSize/ChannelsActivationComment
Encoder-二-
Conv 5 x 51x28x281stride 1
MaxPool2d6x24x24ReLUkernel size 2, stride 2
Conv 5 x 56x12x121stride 1
MaxPool2d16x8x8ReLUkernel size 2,stride 2
Classifier1--
MLP16x4x4,120ReLU-
MLP120,84ReLU-
MLP84,101Softmax
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Conv 5 x 532ReLUstride 1
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