Two Moons
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Constrained Optimization (Distance Minimization Objective) | Two Moons 1,500 problems (test) | Feasibility100 | 13 | |
| Constrained Optimization (Linear Objective) | Two Moons 1,500 problems (test) | Feasibility (%)100 | 13 | |
| Constrained Optimization (Quadratic Objective) | Two Moons 1,500 problems (test) | Feasibility (%)100 | 13 | |
| Simulation-Based Inference | Two Moons | Computation Time (s)0.01 | 8 | |
| Generative Modelling | sklearn two moons dropout settings p ∈ {0.1, 0.2, 0.3, 0.4, 0.6, 0.7, 0.8, 0.9} (held-out) | WD0.06 | 8 | |
| Simulation-Based Inference | Two Moons | C2ST Accuracy57 | 7 | |
| Posterior inference | Two Moons q_strong(theta) | RMSE0.09 | 6 | |
| Posterior Sampling | Two Moons SBI benchmark | C2ST99 | 6 | |
| Simulation-Based Inference | two moons distractors | Joint C2ST91.7 | 3 | |
| Posterior Estimation | Two Moons Distractors | Joint C2ST0.604 | 3 | |
| Posterior inference | Two Moons q_mixture(theta) | RMSE0.16 | 3 | |
| Posterior inference | Two Moons q_mild(theta) | RMSE0.34 | 3 | |
| Posterior inference | Two Moons | RMSE0.63 | 3 | |
| Source distribution estimation | Two Moons (TM) | Metric- | 0 |
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