ACS
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Classification | ACS dataset I=[20%, 40%] (test) | pSP Fairness0.9669 | 20 | |
| Classification | ACS-I (synthetic) | Acc78.19 | 15 | |
| Analog Circuit Sizing | ACS In-domain 8 trained tasks (train) | ACCIA Score0.94 | 12 | |
| Synthetic Tabular Data Generation | ACS California (TravelTime) Folktables 2018 | KSComp0.61 | 10 | |
| Synthetic Tabular Data Generation | ACS California (Income) Folktables 2018 | KSComp0.08 | 10 | |
| Optical Chemical Structure Recognition | ACS 331 | Exact Match Accuracy88.2 | 9 | |
| Molecular Structure Recognition | ACS Realistic | Exact Matching Accuracy71.9 | 9 | |
| Behavioral Axis Detection | ACS In-distribution 10 axes (test) | Refusal MC Recall97 | 7 | |
| Synthetic Tabular Data Generation | ACS California Employment Folktables 2018 | KSComp0.96 | 5 | |
| Synthetic Tabular Data Generation | ACS California Coverage Folktables 2018 | KSComp0.74 | 5 | |
| Strategic Label Improvement Evaluation | ACS Income (test) | Number of Manipulated Agents52,666 | 4 | |
| Population Synthesis | ACS South Carolina | Rejection Rate13.3 | 4 | |
| Counterfactual Generation | ACS Public Coverage | Latency (minutes)0.91 | 3 | |
| Single-attribute counterfactual generation | ACS Public Coverage | VCR97.4 | 3 | |
| Counterfactual Generation | ACS Public Coverage | Retained99.9 | 3 | |
| Classification | ACS Income | Accuracy80.9 | 2 |
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