Synthetic Data
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Tree Explainer Runtime and Stability Analysis | Synthetic data d=100 | Runtime (ms)0.006 | 72 | |
| Causal Discovery | Synthetic Data | Runtime0 | 57 | |
| Average treatment effect estimation | Synthetic Data | Averaged MSE0.176 | 54 | |
| Multivariate distribution estimation | Synthetic Data I | ED0.023 | 35 | |
| Prediction Region Estimation | Synthetic data 100 seeds (test) | Coverage99.017 | 32 | |
| Tensor Decomposition | Synthetic Data (Tucker) | Completeness Ratio (CR)10.7 | 30 | |
| Tree Explainer Runtime and Stability Analysis | Synthetic data d=10 | Runtime (ms)0.005 | 29 | |
| Causal Discovery | Synthetic Data |V|=5 | NSHD0.21 | 24 | |
| Tool Use | Synthetic Data (test) | Task Accuracy92.29 | 24 | |
| Symbolic Reconstruction | Synthetic Data Interact Mode (test) | Reconstruction Accuracy108.04 | 20 | |
| Canonical Correlation Analysis | Synthetic Data | Aggregate Disparity (Delta_sum,r)2.2304 | 20 | |
| 3D Shape Completion | Synthetic data (test) | Chamfer Distance (CD)0.61 | 19 | |
| Shot Transition Detection | Synthetic Data | Segment Precision92.4 | 18 | |
| Conformal Prediction | Synthetic Data sample size 5000 (test) | Marginal Coverage90.7 | 16 | |
| Causal Discovery | Synthetic Data Observation-only (1000 samples) | Rank2.7 | 15 | |
| Tensor Decomposition | Synthetic Data Mixture of Decompositions | Completeness Ratio (CR)89.6 | 15 | |
| Tensor Decomposition | Synthetic Data FCTN | Compression Ratio (CR)8.9 | 15 | |
| Novel View Synthesis | Synthetic Data | SSIM0.982 | 14 | |
| Inference Efficiency Analysis | Synthetic data n=100 fields, k=8 embedding size (evaluation) | Latency (ms)0.0012 | 13 | |
| Nonlinear CCA Subspace Estimation | Synthetic Data Hypergeometric, dS=dZ=10 (test) | PA Mean68.92 | 12 | |
| Nonlinear CCA Subspace Estimation | Synthetic Data (Poisson, dS=dZ=10) (test) | PA Mean75.46 | 12 | |
| Nonlinear CCA Subspace Estimation | Synthetic Data Gamma, dS=dZ=10 (test) | PA Mean74.27 | 12 | |
| Nonlinear CCA Subspace Estimation | Synthetic Data Negative Binomial, dS=dZ=10 (test) | Mean PA68.91 | 12 | |
| Nonlinear CCA Subspace Estimation | Synthetic Data Gaussian, dS=dZ=10 (test) | PA Mean68.47 | 12 | |
| Language Generation | Synthetic Data (test) | ROUGE-162.67 | 12 |
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