Quantile Regression
Benchmarks
DatasetSOTA methodMetricTrendResultsLast updated
0.631MSE (tau=0.05)
16
May 8, 2026
0.884MSE (τ=0.05)
16
May 8, 2026
1.943MSE (τ=0.05)
16
May 8, 2026
0.101MSE (τ=0.05)
16
May 8, 2026
0.143MSE (τ=0.05)
16
May 8, 2026
0.452MSE (τ=0.05)
16
May 8, 2026
0.062MSE (τ=0.05)
16
May 8, 2026
0.1MSE (Quantile 0.05)
16
May 8, 2026
0.332MSE (τ=0.05)
16
May 8, 2026
0.175Error
11
May 14, 2026
0.015Normalized Quantile Loss
10
Apr 23, 2026
0.168MAE (τ=0.05)
8
May 8, 2026
82.67Avg MAPE
6
Apr 23, 2026
3.113Median Excess Test Loss
5
Jun 4, 2026
0.085NIW
5
Mar 4, 2026
0.114NIW
5
Mar 4, 2026
0.264NIW
5
Mar 4, 2026
0.087NIW
5
Mar 4, 2026
0.196NIW
5
Mar 4, 2026
0.211MAE (τ=0.05)
3
May 8, 2026
-1.04NLL
3
Apr 24, 2026
-0.972NLL
3
Apr 24, 2026
1.46NLL
3
Apr 24, 2026
0.12MISE
3
Apr 24, 2026
0.342MAE (τ=0.05)
2
May 8, 2026