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ResearchFormerly WizWand

SIM

Benchmarks

TaskDatasetSOTA resultTrendResults

SIM (test)

96.2Macro F1-score

36

Bivariate Causal Discovery

SIM-c

88Accuracy

33

Bivariate Causal Discovery

SIM

88Accuracy

33

Bivariate Causal Discovery

SIM

88.3AUROC

21

Cause-Effect Discovery

SIM-ln

90Accuracy

16

Cause-Effect Discovery

SIM-c

85Accuracy

16

Hyperspectral Unmixing

Sim1

37.1Processing Time

9

Cause-Effect Discovery

SIM

80Accuracy

9

Causal Discovery

SIM

88.3AUROC (SIM)

8

Causal Discovery

SIM

83Accuracy

7

Simulation Problem

Sim 540k

8.54Value Score

7

Multiple Instance Learning

SIM independent held-out (test)

86.7Accuracy

4

Causal direction inference

SIM-ln

81Accuracy (SIM-ln)

3

Causal direction inference

SIM synthetic

58Accuracy (SIM synthetic)

3

Sim

58.4Success Rate

3

Fragile Egg Grasping

Sim

74.8Success Rate

3

In-Hand Box Flipping

Sim

66Success Rate

3

Image Reconstruction

SIM

27.7PSNR (dB)

2

Causal Discovery

SIM-c

92AUDRC

1

Causal Discovery

SIM

90AUDRC

1

ROS 2 Real-Time Scheduling

Sim

—Primary metric

0