J/A+A/710/A173ivo://CDS.VizieR/J/A+A/710/A173CDSSun W.Chiappini C.Nepal S.2026-06-10T11:46:20Z2026-06-10T12:43:34ZCDS support team

CDS, Observatoire de Strasbourg, 11 rue de l'Universite, F-67000 Strasbourg, France

cds-question@unistra.frmilky-way-galaxychemical-abundancesinfrared-sourcesLarge spectroscopic surveys rely on automated pipelines to deliver homogeneous stellar labels; however, a substantial fraction of observations are carried out at a low signal-to-noise ratio (S/N) where label estimates become imprecise or are omitted. In APOGEE, these low-S/N spectra visits tend to sample faint and distant populations (i.e. the bulge, outer halo, and satellite systems), while still encoding recoverable chemical information. We present TwinSpecNet (TSN), a paired-learning framework that exploits APOGEE's multi-visit observing strategy: by training on empirical low- and high-S/N spectral twins of the same stars, TSN learns to suppress stochastic noise while preserving the ASPCAP label scale. TSN employs a Vision Transformer encoder with dual objectives: reconstructing high-S/N flux from low-S/N visits and predicting stellar parameters and abundances with calibrated uncertainties. TSN reduces label scatter relative to visit-level ASPCAP for S/N<60 visits. It reproduces the ASPCAP scale with residual scatters of sigma~19K in Teff, sigma~0.06dex in logg, and sigma~0.03dex in Fe/H. TSN tightens intra-cluster abundance dispersions, recovers cleaner chemical sequences in inner-disk and bulge and satellite samples, and improves C/N-based age precision for APOKASC giants from 1.70 to 1.49Gyr. By learning survey-specific noise patterns from repeated observations, TSN demonstrates how empirical paired learning can extend the chemical reach of existing spectroscopic data, providing a template that is applicable to other multi-visit surveys.2026A&A...710A.173Shttps://cdsarc.cds.unistra.fr/viz-bin/cat/J/A+A/710/A173CatalogResearchIsServedByTAP VizieR generic serviceIsServedByConesearch servicerelated-toIII/286 : APOGEE-2 DR17 final allStar catalog (Abdurro'uf+, 2022)https://cds.unistra.fr/vizier-org/licences_vizier.htmlhttps://vizier.cds.unistra.fr/viz-bin/VizieR-2?-source=J/A+A/710/A173https://vizier.iucaa.in/viz-bin/VizieR-2?-source=J/A+A/710/A173http://vizieridia.saao.ac.za/viz-bin/VizieR-2?-source=J/A+A/710/A173https://vizier.cds.unistra.fr/viz-bin/votable?-source=J/A+A/710/A173https://vizier.iucaa.in/viz-bin/votable?-source=J/A+A/710/A173http://vizieridia.saao.ac.za/viz-bin/votable?-source=J/A+A/710/A173GETtext/xml+votablehttps://tapvizier.cds.unistra.fr/TAPVizieR/tapCone search capability for table J/A+A/710/A173/table (159897 APOGEE spectra with SNR<150)https://vizier.cds.unistra.fr/viz-bin/conesearch/J/A+A/710/A173/table?https://vizier.iucaa.in/viz-bin/conesearch/J/A+A/710/A173/table?http://vizieridia.saao.ac.za/viz-bin/conesearch/J/A+A/710/A173/table?GETtext/xml+votable180.050000true0.005541757.35452780.0055555555555555563/450 516-517 584 586 4/81 122 146 187 227 294 296-297 299-300 302-303 312-313 389 403 408-409 414-415 577-578 583-584 589 591 600 613 681 712 724 732-733 890 900 911 922-923 933-935 944-946 967 1385 1520-1521 1701-1702 1708 1794-1795 1804 1818 1826 1828 1845 1866 1877 2027 2112-2114 2116 2432-2434 2686 2772 3002 5/19 36 71 75 78 85 88-89 92 94 108 113 115-116 136-137 204-205 209 211 214-215 233 239 251 253 257-258 260-261 263-264 266 272-274 278-280 282 284 286 288-289 292-293 304 310-311 316 320 322 330 332-333 336 339 341 344-345 350 352 354 356-358 360 362-363 366-370 372 376 378 381 383-384 386 389 391 397 400 404-405 407 413 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33424-33426 33432 33435-33436 33438 33445 33457 33460 33852-33854 33876-33878 33880-33882 33888-33890 33892 33924-33926 34113 34240 34242-34243 34248-34249 34723 35329-35331 35334 35549 35551 35714 35720 35722 35759 35883 35968-35969 36343 36349 36351 36439 36447 36518 36521 36524-36525 36536 36611 36620 36622 36651 36702-36703 36719 36728-36730 36732 36743 36757 36759 36765 36767 36772 36774 36780 36784 36786 36790-36791 36796-36797 36808 36810-36811 36816-36817 36834 36840 36855 36874 36878-36879 36884-36886 36889 36896 36898 36900-36901 37001 37003 37016 37018 37025 37028-37029 37049-37052 37054 37098-37099 37136-37137 37144 37146 37191 37196-37197 37202-37203 37208-37209 37245 37247 37289 37291 37311 37332-37333 37335 37341 37343 37354-37355 37365 37444 37446 37452 37478 37572 37574 37604-37606 37612 37614 37623 37633 37636 37647 37653 37658-37659 37669 37671 37680-37682 37696-37697 37718-37719 37724-37725 37800-37801 37822-37823 37836 37838 37843 37846 37849 37852 37856-37857 37874-37875 37884-37886 37893 37895 37921 37923-37926 37968-37969 37972 38024-38026 38056 38058 38076-38077 38110-38112 38114 38123 38126 38282 38304 38468 38509-38511 38520 38522 38529 38531 38543 38554 38565 38567 38576 38578 38596-38597 38603 38625 38628-38629 38817 38819 38828 38972-38974 38984-38986 38999 39005 39007 39052-39054 39056-39058 39076 39078 39084 39086 39094 39097 39100 39170-39171 39176-39178 39185 39188-39190 39271 39277 39279 39282-39283 39288-39290 39367 39373 39375 39378-39379 39384-39386 39410-39411 39424-39425 39517-39519 39540-39541 39552-39554 39629 39631 39688 39690 39712 39838 39846-39847 39849 39851-39854 39857 39859 39879 39881 39883 39890-39891 39896-39898 39900-39901 39905 39908-39909 39915 39918-39919 39927 39933 39935 40137 40139-40140 40142 40161 40164 40247 40253 40290-40291 40494-40495 40510-40511 40521 40523 40548 40554 40557 40559 40568 40570 40596-40597 40610-40611 40622 40625 40627 40633 40640 40645 40655-40656 40666-40667 40670 40674 40677 40679-40680 40692 40694 40696 40716 40737-40740 40742-40745 40747 40798-40799 40817 40819 40828-40829 40927 40941 40943 40949 40956 40958 41166-41167 41185 41187-41190 41327 41346-41347 41350 41352-41353 41356 41423 41434-41435 41445 41456-41458 41482-41483 41504-41506 41560 41562 41605-41607 41633 41635-41636 41638 41641 41643-41644 41653 41655 41661 41671 41677 41688-41689 41696 41698 41721 41723-41724 41726 41766-41767 41772-41773 41809-41811 41814 41816-41817 41820 41849 41851-41852 41854 41937 41940 41971 41977 41980 42019 42025 42028 42058-42059 42062 42071 42073 42075-42076 42079-42081 42084 42101 42126 42145 42147-42150 42157-42159 42170 42206-42207 42228-42229 42244 42246 42261 42270-42272 42280-42282 42292-42293 42302-42305 42314-42315 42336 42346 42349 42353-42355 42358 42364 42366 42378 42385 42387 42393 42395-42398 42400 42420 42422 42433-42435 42438-42441 42444-42445 42448-42450 42456 42467 42470-42471 42473 42475-42478 42485 42493 42495 42500-42501 42507-42508 42510-42512 42529 42532-42533 42574 42588-42589 42592-42593 42611 42614-42615 42617 42619-42622 42638-42639 42647 42653 42657 42660-42661 42696 42705 42707-42708 42710 42713 42715-42716 42718 42815 42837 42839 42865 42867 42873-42875 42885-42887 42892-42893 42898 42903-42904 42907 42909-42911 42929 42931 42938-42939 42941-42946 42948-42950 42960-42961 42964-42965 42967 42975 42994-42995 43007 43014-43015 43017 43019 43032 43034 43045 43056 43064 43066 43089 43092 43126-43127 43140-43141 43168 43170 43176 43219 43228 43230 43249 43282-43283 43529-43531 43534 43536 43828 43830 44316-44317 44319 44382 44393 44396-44397 44400-44402 44408 44717 44719 44722-44723 44732-44733 44768 44770-44771 44774 44776-44777 44779-44780 44782 44980-44981 44983 44986-44987 44990-44991 45329 45332-45333 45376 45759 45802 45891 45894-45895 45897 45900-45901 46183 46188-46189 46194-46195 46200 46262-46263 46268-46269 46271 46306 46312 46314-46315 46339 46342 46344-46345 46348 46613 46619 46805 46807 46843 46890 46975-46977 47007 47021 47023 47028-47029 47032 47034 47047 47050 47060-47061 47063-47064 47066 47072 47125 47127 47168 47170 47616 47618 47624 47656 47658 47739 47742 47744 47746 47755 47777 47780 47793 47795 47801 47804 47825 47827-47830 47846-47847 47869-47871 47976-47977 48010-48011 48014-48015 48022-48023 48026-48027 48053 48055 48060-48062 48065 48067-48068 48070-48073 48076 48089 48091-48092 48094 48104 48106-48107 48109-48111 48120-48122 48127 48209 48212-48213 48389 48400 48439 48445 48482-48483 48488-48489 48500-48501 48503 48507 48509 48511 48586-48587 48596-48597 48599 48605 48607 48612 48614 48629 48744 48810-48811 48824 48981 48983 48989 48991 49006-49007 49016 49018-49019 49091 49093-49095 49097 49099 49104-49105 49107 49124-49126 49128-49130 49147 49149-49151https://cdsarc.cds.unistra.fr/viz-bin/moc/J/A+A/710/A173?format=asciiInfrareddefaultJ/A+A/710/A173/table159897 APOGEE spectra with SNR<150recnoRecord number assigned by the VizieR team. Should Not be used for identification.meta.recordintAPOGEEAPOGEE identifier (APOGEE_ID)meta.id;meta.maincharFieldField name (FIELD)meta.id;obs.fieldcharGaiaDR3Gaia DR3 source_id (GAIAEDR3_SOURCE_ID)meta.idTeffEffective temperature (teff)Kphys.temperature.effectivedoublee_TeffEffective temperature error (teff_err)Kstat.error;phys.temperature.effectivedoubleloggSurface gravity (logg)log(cm.s**-2)phys.gravitydoublee_loggSurface gravity error (logg_err)log(cm.s**-2)stat.errordouble[Fe/H]? [Fe/H] abundance (Fe_H)phys.abund.Fedoublenullablee_[Fe/H]? [Fe/H] abundance error (Fe_H_err)stat.error;phys.abund.FedoublenullablevmicroMicro-turbulent velocity (vmicro)km/sphys.veloc.microTurbdoublee_vmicroMicro-turbulent velocity error (vmicro_err)km/sstat.errordoublevmacroMacro-turbulence velocity (vmacro)km/sphys.velocdoublee_vmacroMacro-turbulence velocity error (vmacro_err)km/sstat.errordouble[C/H]? [C/H] abundance (C_H)phys.abunddoublenullablee_[C/H]? [C/H] abundance error (C_H_err)stat.error;phys.abunddoublenullable[Ci/H]? [Ci/H] abundance (Ci_H)phys.abunddoublenullablee_[Ci/H]? [Ci/H] abundance error (Ci_H_err)stat.error;phys.abunddoublenullable[N/H]? [N/H] abundance (N_H)phys.abunddoublenullablee_[N/H]? [N/H] abundance error (N_H_err)stat.error;phys.abunddoublenullable[O/H]? [O/H] abundance (O_H)phys.abunddoublenullablee_[O/H]? [O/H] abundance error (O_H_err)stat.error;phys.abunddoublenullable[Na/H]? [Na/H] abundance (Na_H)phys.abunddoublenullablee_[Na/H]? [Na/H] abundance error (Na_H_err)stat.error;phys.abunddoublenullable[Mg/H]? [Mg/H] abundance (Mg_H)phys.abunddoublenullablee_[Mg/H]? [Mg/H] abundance error (Mg_H_err)stat.error;phys.abunddoublenullable[Al/H]? [Al/H] abundance (Al_H)phys.abunddoublenullablee_[Al/H]? [Al/H] abundance error (Al_H_err)stat.error;phys.abunddoublenullable[Si/H]? [Si/H] abundance (Si_H)phys.abunddoublenullablee_[Si/H]? [Si/H] abundance error (Si_H_err)stat.error;phys.abunddoublenullable[S/H]? [S/H] abundance (S_H)phys.abunddoublenullablee_[S/H]? [S/H] abundance error (S_H_err)stat.error;phys.abunddoublenullable[K/H]? [K/H] abundance (K_H)phys.abunddoublenullablee_[K/H]? [K/H] abundance error (K_H_err)stat.error;phys.abunddoublenullable[Ca/H]? [Ca/H] abundance (Ca_H)phys.abunddoublenullablee_[Ca/H]? [Ca/H] abundance error (Ca_H_err)stat.error;phys.abunddoublenullable[Ti/H]? [Ti/H] abundance (Ti_H)phys.abunddoublenullablee_[Ti/H]? [Ti/H] abundance error (Ti_H_err)stat.error;phys.abunddoublenullable[Cr/H]? [Cr/H] abundance (Cr_H)phys.abunddoublenullablee_[Cr/H]? [Cr/H] abundance error (Cr_H_err)stat.error;phys.abunddoublenullable[Ni/H]? [Ni/H] abundance (Ni_H)phys.abunddoublenullablee_[Ni/H]? [Ni/H] abundance error (Ni_H_err)stat.error;phys.abunddoublenullablelogAge? Age (logage)log(yr)time.agedoublenullable_RAPositions from Name (right ascension part)degpos.eq.ra;meta.mainindexed_DEPositions from Name (declination part)degpos.eq.dec;meta.mainindexed