Active Learning on coupled double-well n=1100 (test)
22.98Mean NLLOracle
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Oracle2026.05 | 22.98 | — | — | — | — | — | |
| MI-LB (MaxDist)Acquisition strategy=MaxDist, Training-set size (n)=1100, Score weight (w)=1, Number of seeds=52026.05 | 30.49 | — | — | 0.46 | 29.84 | 30.91 | |
| Core-SetTraining-set size (n)=1100, Number of seeds=52026.05 | 30.57 | — | — | 0.56 | 29.97 | 31.31 | |
| Epistemic Variance (SBAL)Acquisition strategy=SBAL, Training-set size (n)=1100, Temperature (T)=1.0, Number of seeds=52026.05 | 31.01 | — | — | 0.57 | 30.43 | 31.61 | |
| MI-LB (top-k)Acquisition strategy=top-k, Training-set size (n)=1100, Number of seeds=52026.05 | 31.12 | — | — | 0.34 | 30.58 | 31.37 | |
| BAITTraining-set size (n)=1100, Number of seeds=52026.05 | 32.26 | — | — | 1.55 | 30.4 | 34.34 | |
| Epistemic Variance (top-k)Acquisition strategy=top-k, Training-set size (n)=1100, Number of seeds=52026.05 | 32.56 | — | — | 1.14 | 31.41 | 34.14 | |
| MI-LB (SBAL)Acquisition strategy=SBAL, Training-set size (n)=1100, Temperature (T)=1.0, Number of seeds=52026.05 | 33.99 | — | — | 0.74 | 33.21 | 35.01 | |
| RandomTraining-set size (n)=1100, Number of seeds=52026.05 | 39.73 | — | — | 0.9 | 38.89 | 40.97 | |
| BAITTraining-set size (n)=1100, Number of seeds=52026.05 | — | 281.3 | 268.8 | — | — | — | |
| Core-SetTraining-set size (n)=1100, Number of seeds=52026.05 | — | 304.3 | 249.3 | — | — | — | |
| Epistemic Variance (SBAL)Training-set size (n)=1100, Number of seeds=5, Selection strategy=SBAL, SBAL Temperature (T)=1.02026.05 | — | 456.8 | 392.9 | — | — | — | |
| Epistemic Variance (top-k)Training-set size (n)=1100, Number of seeds=5, Selection strategy=top-k2026.05 | — | 122.1 | 109.1 | — | — | — | |
| MI-LB (MaxDist)Training-set size (n)=1100, Number of seeds=5, Selection strategy=MaxDist, MaxDist score weight (w)=12026.05 | — | 130.7 | 113.5 | — | — | — | |
| MI-LB (SBAL)Training-set size (n)=1100, Number of seeds=5, Selection strategy=SBAL, SBAL Temperature (T)=1.02026.05 | — | 553 | 423.5 | — | — | — | |
| MI-LB (top-k)Training-set size (n)=1100, Number of seeds=5, Selection strategy=top-k2026.05 | — | 70.8 | 59.9 | — | — | — | |
| RandomTraining-set size (n)=1100, Number of seeds=52026.05 | — | 518.1 | 462.6 | — | — | — |