Open Access
Table B.1
Summary of the best hyperparameters found for the SwinV2 model across single- and multi-band cases and varying dataset sizes.
| MACHO (single-band) | Marker size | Line width | Flux errors | Input format | Learning rate |
|---|---|---|---|---|---|
| 20 spc | 5.0 | 1.5 | True | Overlay | 5 ⋅ 10−5 |
| 500 spc | 1.0 | 1.0 | True | Overlay | 5 · 10¯6 |
| Full dataset | 1.0 | 2.0 | True | Overlay | 5 · 10¯6 |
| MACHO (two-band) | Marker size | Line width | Flux errors | Input format | Learning rate |
| 20 spc | 1.0 | 2.0 | True | Grid | 5 ⋅ 10−5 |
| 20 spc | 2.0 | 0.5 | True | Overlay | 5 ⋅ 10−5 |
| 500 spc | 2.0 | 1.0 | False | Grid | 5 ⋅ 10−5 |
| 500 spc | 3.0 | 1.0 | True | Overlay | 5 ⋅ 10−5 |
| Full dataset | 3.0 | 1.5 | True | Grid | 5 ⋅ 10−6 |
| Full dataset | 1.0 | 2.0 | True | Overlay | 5 ⋅ 10−6 |
| ELAsTiCC (six-band) | Marker size | Line width | Flux errors | Input format | Learning rate |
| Full dataset | 5.0 | 2.0 | True | Grid | 5 ⋅ 10−6 |
| Full dataset | 2.0 | 0.5 | True | Overlay | 5 ⋅ 10−6 |
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