Synthetic Data
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
Synthetic Data
92.4Segment Precision
18
Synthetic Data
0.982SSIM
18
Synthetic Data sample size 5000 (test)
90.7Marginal Coverage
16
Synthetic Data Observation-only (1000 samples)
2.7Rank
15
Synthetic Data Mixture of Decompositions
89.6Completeness Ratio (CR)
15
Synthetic Data FCTN
8.9Compression Ratio (CR)
15
Synthetic Data Horizon=1, Input Length=50
0.04Computational Cost (5 systems, mins)
13
Synthetic Data Horizon=1, Input Length=20
0.04Computational Cost (5 systems, mins)
13
Synthetic Data Horizon=1, Input Length=10
0.04Computational Cost (5 Systems)
13
Synthetic data n=100 fields, k=8 embedding size (evaluation)
0.001Latency (ms)
13
Synthetic Data Hypergeometric, dS=dZ=10 (test)
68.92PA Mean
12
Synthetic Data (Poisson, dS=dZ=10) (test)
75.46PA Mean
12
Synthetic Data Gamma, dS=dZ=10 (test)
74.27PA Mean
12
Synthetic Data Negative Binomial, dS=dZ=10 (test)
68.91Mean PA
12
Synthetic Data Gaussian, dS=dZ=10 (test)
68.47PA Mean
12
Synthetic Data (test)
62.67ROUGE-1
12
Synthetic Data (test)
0.017MSE
12
Synthetic Data Mix
0.98MAE (Mean Absolute Error)
11
Synthetic data Case 2 (simulation)
0.259IQR of Estimation Error
11
Synthetic Data
13.63Time (ms)
11
Synthetic Data (Clean)
1.4MAE
10
Synthetic Data Sel-Joint
2.78MAE
10
Synthetic Data Summary
1Mean Relative Rank
10
Synthetic Data Attack
1,382.96Regret (Mean)
10
Synthetic Data scaling d = 500 (test)
1.6Wall-clock Time
9