Synthetic
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
Synthetic sigma=0.8
-258.27Non-smooth Dual Value
4
Synthetic (sigma=0.5)
369.35Time (s)
4
Synthetic 125M non-zeros
8.9Running Time (min/iter)
4
Synthetic 63M non-zeros
7.4Running Time per Iteration (min)
4
Synthetic Consensus logistic regression
22Iterations
4
Synthetic Basis pursuit
114Iterations
4
Synthetic QP and dual SVM
71Iterations
4
Synthetic Low rank least squares
13Iterations
4
Synthetic (test)
5,992Manipulated Agents Count
4
Synthetic dataset
0.05Rotation Error
4
Synthetic Z. exp: 1
157,036Throughput (ops/s)
4
Synthetic OOD d, N
0.018Covariance Frobenius Error
4
Synthetic OOD N
0.001Covariance Frobenius Error
4
Synthetic OOD d
0.131Covariance Frobenius Error
4
Synthetic In-Distribution (test)
0.33MCD
4
Synthetic 128K context (H100, FP16, page size 16) 1.0 (test)
0.7FlashInfer Latency (ms)
4
Synthetic 128K context (H100, FP16, page size 16) 1.0 (test)
0.19FlashInfer Latency (ms)
4
Synthetic Downstream Rapid Shift (test)
97.6Coverage
4
Synthetic Upstream Rapid Shift
91.87Coverage
4
Synthetic
1.43SMD
4
Synthetic 5-fold CV (test)
0.106MSE
4
Synthetic Structured
100Accuracy
4
Synthetic (test)
0.49Mean NLS
4
Synthetic benchmark 11k samples (test)
24.4Accuracy
4
Synthetic
76.54PSNR
4