protein
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Tabular Data Synthesis Fidelity | protein | Mean KS Statistic0.41 | 88 | |
| Graph Classification | PROTEIN | Accuracy76.4 | 48 | |
| Classification | protein | Balanced Acc91.19 | 44 | |
| Tabular Data Synthesis | protein | Chi-squared Result0.01 | 44 | |
| Delta-presence Evaluation | protein real-world (train) | Delta-presence3 | 39 | |
| DCR Evaluation | protein | DCR Score62 | 39 | |
| Regression | Protein (test) | Test Log Likelihood0.0363 | 18 | |
| Tabular synthetic data generation fidelity | protein | Chi-squared Statistic0.02 | 12 | |
| Structural Edit Distance (SED) | Protein | Running Time (s)0.86 | 12 | |
| Classification | Protein (test) | Accuracy99.07 | 11 | |
| Marginal Inference | Protein | HD_avg0 | 10 | |
| k-NN Ranking (SED) | Protein | Kendall's Tau0.75 | 10 | |
| Graph Classification | PROTEIN standard (test) | Accuracy78.5 | 10 | |
| Regression | Protein (test) | RMSE0.415 | 10 | |
| Regression | protein CV (test) | R20.71 | 8 | |
| Bayesian Neural Network Inference | Protein (UCI) (test) | Test Log-Likelihood-2.85 | 8 | |
| Graph Classification | PROTEIN | Classification Precision75.1 | 8 | |
| Regression | Protein | Coverage0.927 | 7 | |
| Graph Clustering | PROTEIN | Rand Index60.49 | 6 | |
| Regression | Protein | NLL2.63 | 6 | |
| Graph Generation | Protein (test) | Training Time (s)2.36 | 6 | |
| Graph Generation | Protein | MMD RBF0.03 | 6 | |
| Matrix Completion | Protein (test) | RMSE0.065 | 6 | |
| Model refinement | Protein | MSE0.2154 | 5 | |
| Tabular Classification | protein UCI (test) | Balanced Accuracy95.18 | 5 |
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