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ResearchFormerly WizWand

Multi

Benchmarks

TaskDatasetSOTA resultTrendResults

Node-level explanation

MULTI

86.4Fidelity F1

32

Bivariate Causal Discovery

Multi

97Accuracy

23

Image Quality Estimation

MULTI (test)

0Outlier Ratio

14

Single-cell interpolation

Multi 5D

0.742EMD

12

Multivariate Time Series Forecasting

Multi 720

0.419MSE

8

Multivariate Time Series Forecasting

Multi 336

0.155MSE

8

Multivariate Time Series Forecasting

Multi 192

0.055MSE

8

Multivariate Time Series Forecasting

Multi 96

0.022MSE

8

Single-cell trajectory interpolation

Multi Multiome (leave-one-out held-out timepoints)

1.0711-Wasserstein Distance

5

Multi-turn Response Selection

MULTI (dev)

1.1Average Score

5

Time-point interpolation

Multi

0.958EMD

5

Image Quality Assessment

MULTI

0.3EMD

4

Causal Discovery

Multi

77Accuracy

1