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ResearchFormerly WizWand

Synthetic

Benchmarks

TaskDatasetSOTA resultTrendResults

Long-Term Forecasting

Synthetic Avg Standard

0.025MSE

13

Causal structure learning

Synthetic nD=10000, d=2, dmax=10, 400 nodes

2.2CI Test Count

13

Causal structure learning

Synthetic nD=10000, d=2, dmax=10, 200 nodes

1.14Number of CI Tests

13

Causal structure learning

Synthetic nD=10000, d=2, dmax=10, 100 nodes

0.66CI Test Count

13

Anomaly Detection

Synthetic (test)

79.48Mean AUPR (Confounder)

13

Anomaly Detection

Synthetic interaction

52.29AUROC

13

Anomaly Detection

Synthetic newvar

0.523AUROC

13

Anomaly Detection

Synthetic mechanism

68.51AUROC

13

Anomaly Detection

Synthetic confounder

74.88AUROC

13

Policy Decision Making

Synthetic d_phi=2 out-sample

5.64Policy Error Rate (ER_out)

13

Policy Decision Making

Synthetic (d_phi=1) out-sample

8.18Error Rate (ER_out)

13

Binary sequence classification

Synthetic Event-based (irregular) encoding

99.93Accuracy

13

Binary sequence classification

Synthetic Equidistant encoding

100Accuracy

13

Synthetic Regression

Synthetic mixture dx=2

0.87Normalized Log-Likelihood

13

Graph Classification

SYNTHETIC

100Accuracy

13

Replay Speech Detection

Synthetic (test)

8.3EER

12

Video Motion Magnification

Synthetic-IV Blur

24.91RMSE

12

Video Motion Magnification

Synthetic-I Translation

25.95RMSE

12

Conformal Prediction

Synthetic Hard

92.9Average Coverage

12

Conformal Prediction

Synthetic Easy

93.6Average Coverage

12

Inference Latency

Synthetic Sequence length 256

0.009Original Latency (s)

12

Optimal Transport

Synthetic

-4.75Log10 Relative Error

12

Synthetic O(5)

0.72Relative MSE (10^-1)

12

Link Prediction

Synthetic (test)

94NF (1)

12

Synthetic multi-task

90Accuracy

12