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Few-shot regression research benchmarks · SOTA2 Research

Few-shot regression

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Sinusoidal functions (test)

0.112MSE

15

Feb 26, 2026

Periodic functions in-range (test)

0.08MSE

10

Feb 26, 2026

Periodic functions out-of-range (test)

0.1MSE

8

Feb 26, 2026

1.229MSE

6

Feb 26, 2026

1.462MSE

6

Feb 26, 2026

ShapeNet 15-shot

14.377Angular Error

6

Feb 26, 2026

ShapeNet 10-shot

16.121Angular Error

6

Feb 26, 2026

QMUL Head pose trajectory out-of-range (test)

0.11MSE

5

Feb 26, 2026

QMUL Head pose trajectory in-range (test)

0.1MSE

5

Feb 26, 2026

NASDAQ100 (out-of-range)

0.003MSE

4

Feb 26, 2026

NASDAQ100 (in-range)

0.012MSE

4

Feb 26, 2026

Gaussian Process curves (meta-test)

-0.8Average Risk

3

Feb 26, 2026

EEG (out-of-range)

—

—Primary metric

0

Feb 26, 2026

—

—Primary metric

0

Feb 26, 2026

Popular datasets

PASCAL ShapeNet EEG Periodic functions QMUL Head pose trajectory

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