Hyperparameter evaluation. The Nr and Ns are two hyperparameters in RRNet. Experimental results are calculated on the validation set using the MAE. To simplify the computation complexity, the evaluations of Ns = 5, 20, 40, and 60 are conducted with Nr = 3, and evaluations of Nr = 1, 2, 3, 4, and 5 are conducted with Ns = 5.
Labels . | Nr = 1 . | Nr = 2 . | Nr = 3 . | Nr = 4 . | Ns = 5 . | Ns = 20 . | Ns = 40 . | Ns = 60 . |
---|---|---|---|---|---|---|---|---|
Teff | 42.6130 | 40.0473 | 41.7769 | 40.1840 | 41.7769 | 40.3235 | 39.8680 | 40.3373 |
|$\log \, g$| | 0.0807 | 0.0737 | 0.0744 | 0.0725 | 0.0744 | 0.0719 | 0.0718 | 0.0716 |
[Fe/H] | 0.0286 | 0.0276 | 0.0282 | 0.0281 | 0.0282 | 0.0279 | 0.0278 | 0.0280 |
[C/H] | 0.0427 | 0.0417 | 0.0413 | 0.0418 | 0.0413 | 0.0417 | 0.0419 | 0.0423 |
[N/H] | 0.1030 | 0.1023 | 0.1015 | 0.1024 | 0.1015 | 0.1028 | 0.1034 | 0.1040 |
[O/H] | 0.0554 | 0.0552 | 0.0551 | 0.0552 | 0.0551 | 0.0552 | 0.0554 | 0.0555 |
[Mg/H] | 0.0327 | 0.0320 | 0.0318 | 0.0321 | 0.0318 | 0.0322 | 0.0323 | 0.0327 |
[Al/H] | 0.0472 | 0.0462 | 0.0458 | 0.0463 | 0.0458 | 0.0466 | 0.0469 | 0.0473 |
[Si/H] | 0.0339 | 0.0335 | 0.0331 | 0.0334 | 0.0331 | 0.0337 | 0.0338 | 0.0340 |
[S/H] | 0.0624 | 0.0622 | 0.0621 | 0.0623 | 0.0621 | 0.0624 | 0.0623 | 0.0624 |
[K/H] | 0.0638 | 0.0636 | 0.0634 | 0.0638 | 0.0634 | 0.0639 | 0.0640 | 0.0642 |
[Ca/H] | 0.0376 | 0.0370 | 0.0367 | 0.0369 | 0.0367 | 0.0372 | 0.0372 | 0.0374 |
[Ti/H] | 0.0919 | 0.0912 | 0.0915 | 0.0916 | 0.0915 | 0.0918 | 0.0921 | 0.0924 |
[Cr/H] | 0.1086 | 0.1081 | 0.1079 | 0.1076 | 0.1079 | 0.1080 | 0.1082 | 0.1083 |
[Mn/H] | 0.0440 | 0.0431 | 0.0425 | 0.0427 | 0.0425 | 0.0429 | 0.0428 | 0.0431 |
[Ni/H] | 0.0357 | 0.0351 | 0.0348 | 0.0349 | 0.0348 | 0.0348 | 0.0349 | 0.0351 |
Labels . | Nr = 1 . | Nr = 2 . | Nr = 3 . | Nr = 4 . | Ns = 5 . | Ns = 20 . | Ns = 40 . | Ns = 60 . |
---|---|---|---|---|---|---|---|---|
Teff | 42.6130 | 40.0473 | 41.7769 | 40.1840 | 41.7769 | 40.3235 | 39.8680 | 40.3373 |
|$\log \, g$| | 0.0807 | 0.0737 | 0.0744 | 0.0725 | 0.0744 | 0.0719 | 0.0718 | 0.0716 |
[Fe/H] | 0.0286 | 0.0276 | 0.0282 | 0.0281 | 0.0282 | 0.0279 | 0.0278 | 0.0280 |
[C/H] | 0.0427 | 0.0417 | 0.0413 | 0.0418 | 0.0413 | 0.0417 | 0.0419 | 0.0423 |
[N/H] | 0.1030 | 0.1023 | 0.1015 | 0.1024 | 0.1015 | 0.1028 | 0.1034 | 0.1040 |
[O/H] | 0.0554 | 0.0552 | 0.0551 | 0.0552 | 0.0551 | 0.0552 | 0.0554 | 0.0555 |
[Mg/H] | 0.0327 | 0.0320 | 0.0318 | 0.0321 | 0.0318 | 0.0322 | 0.0323 | 0.0327 |
[Al/H] | 0.0472 | 0.0462 | 0.0458 | 0.0463 | 0.0458 | 0.0466 | 0.0469 | 0.0473 |
[Si/H] | 0.0339 | 0.0335 | 0.0331 | 0.0334 | 0.0331 | 0.0337 | 0.0338 | 0.0340 |
[S/H] | 0.0624 | 0.0622 | 0.0621 | 0.0623 | 0.0621 | 0.0624 | 0.0623 | 0.0624 |
[K/H] | 0.0638 | 0.0636 | 0.0634 | 0.0638 | 0.0634 | 0.0639 | 0.0640 | 0.0642 |
[Ca/H] | 0.0376 | 0.0370 | 0.0367 | 0.0369 | 0.0367 | 0.0372 | 0.0372 | 0.0374 |
[Ti/H] | 0.0919 | 0.0912 | 0.0915 | 0.0916 | 0.0915 | 0.0918 | 0.0921 | 0.0924 |
[Cr/H] | 0.1086 | 0.1081 | 0.1079 | 0.1076 | 0.1079 | 0.1080 | 0.1082 | 0.1083 |
[Mn/H] | 0.0440 | 0.0431 | 0.0425 | 0.0427 | 0.0425 | 0.0429 | 0.0428 | 0.0431 |
[Ni/H] | 0.0357 | 0.0351 | 0.0348 | 0.0349 | 0.0348 | 0.0348 | 0.0349 | 0.0351 |
Hyperparameter evaluation. The Nr and Ns are two hyperparameters in RRNet. Experimental results are calculated on the validation set using the MAE. To simplify the computation complexity, the evaluations of Ns = 5, 20, 40, and 60 are conducted with Nr = 3, and evaluations of Nr = 1, 2, 3, 4, and 5 are conducted with Ns = 5.
Labels . | Nr = 1 . | Nr = 2 . | Nr = 3 . | Nr = 4 . | Ns = 5 . | Ns = 20 . | Ns = 40 . | Ns = 60 . |
---|---|---|---|---|---|---|---|---|
Teff | 42.6130 | 40.0473 | 41.7769 | 40.1840 | 41.7769 | 40.3235 | 39.8680 | 40.3373 |
|$\log \, g$| | 0.0807 | 0.0737 | 0.0744 | 0.0725 | 0.0744 | 0.0719 | 0.0718 | 0.0716 |
[Fe/H] | 0.0286 | 0.0276 | 0.0282 | 0.0281 | 0.0282 | 0.0279 | 0.0278 | 0.0280 |
[C/H] | 0.0427 | 0.0417 | 0.0413 | 0.0418 | 0.0413 | 0.0417 | 0.0419 | 0.0423 |
[N/H] | 0.1030 | 0.1023 | 0.1015 | 0.1024 | 0.1015 | 0.1028 | 0.1034 | 0.1040 |
[O/H] | 0.0554 | 0.0552 | 0.0551 | 0.0552 | 0.0551 | 0.0552 | 0.0554 | 0.0555 |
[Mg/H] | 0.0327 | 0.0320 | 0.0318 | 0.0321 | 0.0318 | 0.0322 | 0.0323 | 0.0327 |
[Al/H] | 0.0472 | 0.0462 | 0.0458 | 0.0463 | 0.0458 | 0.0466 | 0.0469 | 0.0473 |
[Si/H] | 0.0339 | 0.0335 | 0.0331 | 0.0334 | 0.0331 | 0.0337 | 0.0338 | 0.0340 |
[S/H] | 0.0624 | 0.0622 | 0.0621 | 0.0623 | 0.0621 | 0.0624 | 0.0623 | 0.0624 |
[K/H] | 0.0638 | 0.0636 | 0.0634 | 0.0638 | 0.0634 | 0.0639 | 0.0640 | 0.0642 |
[Ca/H] | 0.0376 | 0.0370 | 0.0367 | 0.0369 | 0.0367 | 0.0372 | 0.0372 | 0.0374 |
[Ti/H] | 0.0919 | 0.0912 | 0.0915 | 0.0916 | 0.0915 | 0.0918 | 0.0921 | 0.0924 |
[Cr/H] | 0.1086 | 0.1081 | 0.1079 | 0.1076 | 0.1079 | 0.1080 | 0.1082 | 0.1083 |
[Mn/H] | 0.0440 | 0.0431 | 0.0425 | 0.0427 | 0.0425 | 0.0429 | 0.0428 | 0.0431 |
[Ni/H] | 0.0357 | 0.0351 | 0.0348 | 0.0349 | 0.0348 | 0.0348 | 0.0349 | 0.0351 |
Labels . | Nr = 1 . | Nr = 2 . | Nr = 3 . | Nr = 4 . | Ns = 5 . | Ns = 20 . | Ns = 40 . | Ns = 60 . |
---|---|---|---|---|---|---|---|---|
Teff | 42.6130 | 40.0473 | 41.7769 | 40.1840 | 41.7769 | 40.3235 | 39.8680 | 40.3373 |
|$\log \, g$| | 0.0807 | 0.0737 | 0.0744 | 0.0725 | 0.0744 | 0.0719 | 0.0718 | 0.0716 |
[Fe/H] | 0.0286 | 0.0276 | 0.0282 | 0.0281 | 0.0282 | 0.0279 | 0.0278 | 0.0280 |
[C/H] | 0.0427 | 0.0417 | 0.0413 | 0.0418 | 0.0413 | 0.0417 | 0.0419 | 0.0423 |
[N/H] | 0.1030 | 0.1023 | 0.1015 | 0.1024 | 0.1015 | 0.1028 | 0.1034 | 0.1040 |
[O/H] | 0.0554 | 0.0552 | 0.0551 | 0.0552 | 0.0551 | 0.0552 | 0.0554 | 0.0555 |
[Mg/H] | 0.0327 | 0.0320 | 0.0318 | 0.0321 | 0.0318 | 0.0322 | 0.0323 | 0.0327 |
[Al/H] | 0.0472 | 0.0462 | 0.0458 | 0.0463 | 0.0458 | 0.0466 | 0.0469 | 0.0473 |
[Si/H] | 0.0339 | 0.0335 | 0.0331 | 0.0334 | 0.0331 | 0.0337 | 0.0338 | 0.0340 |
[S/H] | 0.0624 | 0.0622 | 0.0621 | 0.0623 | 0.0621 | 0.0624 | 0.0623 | 0.0624 |
[K/H] | 0.0638 | 0.0636 | 0.0634 | 0.0638 | 0.0634 | 0.0639 | 0.0640 | 0.0642 |
[Ca/H] | 0.0376 | 0.0370 | 0.0367 | 0.0369 | 0.0367 | 0.0372 | 0.0372 | 0.0374 |
[Ti/H] | 0.0919 | 0.0912 | 0.0915 | 0.0916 | 0.0915 | 0.0918 | 0.0921 | 0.0924 |
[Cr/H] | 0.1086 | 0.1081 | 0.1079 | 0.1076 | 0.1079 | 0.1080 | 0.1082 | 0.1083 |
[Mn/H] | 0.0440 | 0.0431 | 0.0425 | 0.0427 | 0.0425 | 0.0429 | 0.0428 | 0.0431 |
[Ni/H] | 0.0357 | 0.0351 | 0.0348 | 0.0349 | 0.0348 | 0.0348 | 0.0349 | 0.0351 |
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