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<ri:Resource created="2025-12-15T08:58:17Z" status="active" updated="2026-03-02T06:25:50Z" version="1.2" xmlns:cs="http://www.ivoa.net/xml/ConeSearch/v1.0" xmlns:ri="http://www.ivoa.net/xml/RegistryInterface/v1.0" xmlns:vr="http://www.ivoa.net/xml/VOResource/v1.0" xmlns:vs="http://www.ivoa.net/xml/VODataService/v1.1" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://www.ivoa.net/xml/ConeSearch/v1.0 http://vo.ari.uni-heidelberg.de/docs/schemata/ConeSearch.xsd http://www.ivoa.net/xml/VOResource/v1.0 http://vo.ari.uni-heidelberg.de/docs/schemata/VOResource.xsd http://www.ivoa.net/xml/VODataService/v1.1 http://vo.ari.uni-heidelberg.de/docs/schemata/VODataService.xsd" xsi:type="vs:CatalogService"><title>ExoDNN v1 candidates</title><shortName>J/A+A/704/A150</shortName><identifier>ivo://CDS.VizieR/J/A+A/704/A150</identifier><curation><publisher ivo-id="ivo://CDS">CDS</publisher><creator><name>Abreu A.</name></creator><creator><name>Lillo-Box J.</name></creator><creator><name>Perez-Garcia A.M.</name></creator><creator><name>Sahlmann J.</name></creator><creator><name>de Bruine J.H.,Cifuentes C.</name></creator><date role="Updated">2026-03-02T06:25:50Z</date><date role="Created">2025-12-15T08:58:17Z</date><contact><name>CDS support team</name><address>CDS, Observatoire de Strasbourg, 11 rue de l'Universite, F-67000 Strasbourg, France</address><email>cds-question@unistra.fr</email></contact></curation><content><subject>multiple-stars</subject><subject>visible-astronomy</subject><description>Transit and radial velocity (RV) techniques are the dominant methods for exoplanet detection, while astrometric exoplanet detections have been very limited thus far. Gaia has the potential to radically change this picture, enabling astrometric detections of substellar companions at scale that would allow us to complement the picture of exoplanet architectures given by transit and RV methods. Our primary objective in this study is to enhance the current statistics of substellar companions, particularly within regions of the orbital period-mass parameter space that remain poorly constrained by RV and transit detection methods. Using supervised learning, we trained a deep neural network (DNN) to recognise the characteristic distribution of the fit quality statistics corresponding to a Gaia Data Release 3 (DR3) astrometric solution for a non-single star. We created a deep learning model, ExoDNN, which predicts the probability of a DR3 source to host unresolved companions. Applying the predictive capability of ExoDNN to a volume-limited sample (d&lt;100pc) of F, G, K, and M stars from Gaia DR3, we have produced a list of 7414 candidate stars hosting companions. The stellar properties of these candidates, such as their mass and metallicity, are similar to those of the Gaia DR3 non-single-star sample. We also identified synergies with future observatories, such as PLATO, and we propose a follow-up strategy with the intention of investigating the most promising candidates among those samples.</description><source format="bibcode">2025A&amp;A...704A.150A</source><referenceURL>https://cdsarc.cds.unistra.fr/viz-bin/cat/J/A+A/704/A150</referenceURL><type>Catalog</type><contentLevel>Research</contentLevel><relationship><relationshipType>IsServedBy</relationshipType><relatedResource ivo-id="ivo://CDS.VizieR/TAP">TAP VizieR generic service</relatedResource></relationship><relationship><relationshipType>IsServedBy</relationshipType><relatedResource>Conesearch service</relatedResource></relationship><relationship><relationshipType>related-to</relationshipType><relatedResource ivo-id="ivo://CDS.VizieR/I/355">I/355 : Gaia DR3 Part 1. 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46769 46772 46775 46810 46812 46818 46820 46828 46844 46858 46861 46872 46875 46884 46899 46925 46937 46942 46944 46947 46953 46970 46976 46981 46989 46998 47015 47017 47024 47027 47031 47037 47040 47042 47051 47075 47087-47088 47090 47093 47104 47116 47118 47121 47123 47126 47145 47156-47158 47167 47175 47179 47181 47187-47188 47202 47204 47207 47217 47224 47233 47235 47237 47251 47255-47256 47258 47260-47261 47276 47280 47295 47302-47303 47314 47327-47328 47337-47338 47341 47345 47347 47353 47355 47361 47381 47392 47399 47413 47417 47420-47421 47426 47429 47439 47447 47462 47472-47473 47475 47491 47493 47497-47498 47513 47517 47521 47526 47528 47543 47563 47577 47583 47588 47591-47592 47595 47602 47613 47621 47628-47629 47645 47647 47658 47660 47665-47666 47668 47670 47672 47675-47676 47685 47688 47692 47696 47701-47703 47707 47713 47716 47734-47735 47746 47752 47761 47770-47771 47776 47778 47789 47792 47796 47814-47815 47819 47821-47822 47827 47833-47834 47837-47839 47841 47855 47858 47864 47868-47869 47875 47877 47883 47887 47889 47891 47900 47902 47909 47919-47921 47924 47929-47930 47936 47945 47947 47949 47952 47955 47959 47963 47978-47979 47984 47987 48004 48008-48009 48025 48041 48045-48046 48058 48062 48068 48073 48078 48080 48082 48084 48088 48090 48104-48105 48113-48115 48122-48124 48131 48138 48142 48146-48147 48157 48168 48175 48187-48189 48196 48228 48231 48233 48240-48242 48259 48261 48263-48264 48271 48287 48292 48295 48303 48305 48317 48320-48321 48334 48340 48342 48344 48348 48357 48362 48370-48371 48373 48380 48388 48394 48396 48402 48410 48428-48429 48432 48434-48435 48443 48445 48453 48455-48457 48478 48486 48488 48490 48498 48511 48519 48534 48538 48548 48558 48564 48568 48575 48608 48624 48634 48638 48640 48642 48644 48662 48665 48668 48670 48680 48692 48709 48711 48718 48720 48725 48731 48735 48749 48763-48764 48767 48771 48777 48781 48783 48786-48787 48789-48790 48796 48800 48807 48809 48813 48818 48828 48830 48844 48847-48848 48855-48857 48859 48862 48865 48869 48873 48881 48886 48898-48899 48903 48911 48913-48914 48921 48939 48944 48948 48967 48972 48991 49001 49008-49009 49058 49072 49080 49101 49104 49113 49116 49122 49130-49131 49134 49142 49147</spatial><footprint ivo-id="ivo://ivoa.net/std/moc">https://cdsarc.cds.unistra.fr/viz-bin/moc/J/A+A/704/A150?format=ascii</footprint><waveband>Optical</waveband></coverage><tableset><schema><name>default</name><table><name>J/A+A/704/A150/exodnnv1</name><description>File with the 7414 Gaia DR3 candidate stars to host unresolved companions produced by ExoDNN</description><column><name>recno</name><description>Record number assigned by the VizieR team. Should Not be used for identification.</description><ucd>meta.record</ucd><dataType xsi:type="vs:VOTableType">int</dataType></column><column><name>Name</name><description>Common Source Name</description><ucd>meta.id;meta.main</ucd><dataType xsi:type="vs:VOTableType" arraysize="31*">char</dataType></column><column><name>GaiaDR3</name><description>Gaia DR3 unique source designation (source_id)</description><ucd>meta.id</ucd></column><column><name>RA_ICRS</name><description>Right ascension (ICRS) at Ep=2016.0</description><unit>deg</unit><ucd>pos.eq.ra;meta.main</ucd></column><column><name>e_RA_ICRS</name><description>Standard error of right ascension</description><unit>deg</unit><ucd>stat.error;pos.eq.ra</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>DE_ICRS</name><description>Declination (ICRS) at Ep=2016.0</description><unit>deg</unit><ucd>pos.eq.dec;meta.main</ucd></column><column><name>e_DE_ICRS</name><description>Standard error of declination</description><unit>deg</unit><ucd>stat.error;pos.eq.dec</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>_RA.icrs</name><description>Right ascension (ICRS) at Epoch=J2000, proper motions taken into account</description><unit>deg</unit><ucd>pos.eq.ra</ucd><flag>indexed</flag></column><column><name>_DE.icrs</name><description>Declination (ICRS) at Epoch=J2000, proper motions taken into account</description><unit>deg</unit><ucd>pos.eq.dec</ucd><flag>indexed</flag></column><column><name>pmRA</name><description>Proper motion in right ascension direction</description><unit>mas/yr</unit><ucd>pos.pm;pos.eq.ra</ucd><dataType xsi:type="vs:VOTableType">double</dataType></column><column><name>e_pmRA</name><description>Standard error of proper motion in right ascension direction</description><unit>mas/yr</unit><ucd>stat.error;pos.pm;pos.eq.ra</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>pmDE</name><description>Proper motion in declination direction</description><unit>mas/yr</unit><ucd>pos.pm;pos.eq.dec</ucd><dataType xsi:type="vs:VOTableType">double</dataType></column><column><name>e_pmDE</name><description>Standard error of proper motion in declination direction</description><unit>mas/yr</unit><ucd>stat.error;pos.pm;pos.eq.dec</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>Plx</name><description>Absolute barycentric stellar parallax of the source at the reference epoch 2016</description><unit>mas</unit><ucd>pos.parallax</ucd><dataType xsi:type="vs:VOTableType">double</dataType></column><column><name>e_Plx</name><description>Standard error of parallax</description><unit>mas</unit><ucd>stat.error;pos.parallax</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>RUWE</name><description>Renormalised unit weight error</description><ucd>stat.error</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>epsi</name><description>Excess noise of the source</description><unit>mas</unit><ucd>stat.fit.param</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>chi2AL</name><description>AL chi-square value</description><ucd>stat.fit.param</ucd><dataType xsi:type="vs:VOTableType">double</dataType></column><column><name>gofAL</name><description>Goodness of fit statistic of model wrt along-scan observations</description><ucd>stat.fit.goodness</ucd><dataType xsi:type="vs:VOTableType">double</dataType></column><column><name>NAL</name><description>Total number of observations in the along-scan (AL) direction</description><ucd>meta.number</ucd><dataType xsi:type="vs:VOTableType">int</dataType></column><column><name>FG</name><description>G-band mean flux</description><ucd>phot.flux.density;em.opt</ucd><dataType xsi:type="vs:VOTableType">double</dataType></column><column><name>e_FG</name><description>Error on G-band mean flux</description><ucd>stat.error</ucd><dataType xsi:type="vs:VOTableType">double</dataType></column><column><name>RFG</name><description>G-band mean flux over its error</description><ucd>stat.snr;phot.flux;em.opt</ucd><dataType xsi:type="vs:VOTableType">double</dataType></column><column><name>Gmag</name><description>G-band mean magnitude</description><unit>mag</unit><ucd>phot.mag;em.opt</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>FBP</name><description>BP-band mean flux</description><ucd>phot.flux.density;em.opt.B</ucd><dataType xsi:type="vs:VOTableType">double</dataType></column><column><name>e_FBP</name><description>Error on BP-band mean flux</description><ucd>stat.error</ucd><dataType xsi:type="vs:VOTableType">double</dataType></column><column><name>RFBP</name><description>BP-band mean flux over its error</description><ucd>stat.snr;phot.flux;em.opt</ucd><dataType xsi:type="vs:VOTableType">double</dataType></column><column><name>BPmag</name><description>Integrated BP mean magnitude</description><unit>mag</unit><ucd>phot.mag;em.opt.B</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>FRP</name><description>RP-band mean flux</description><ucd>phot.flux.density;em.opt.R</ucd><dataType xsi:type="vs:VOTableType">double</dataType></column><column><name>e_FRP</name><description>Error on RP-band mean flux</description><ucd>stat.error</ucd><dataType xsi:type="vs:VOTableType">double</dataType></column><column><name>RFRP</name><description>RP-band mean flux over its error</description><ucd>stat.snr;phot.flux;em.opt</ucd><dataType xsi:type="vs:VOTableType">double</dataType></column><column><name>RPmag</name><description>Integrated RP mean magnitude</description><unit>mag</unit><ucd>phot.mag;em.opt.R</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>E(BP/RP)</name><description>BP/RP excess factor</description><unit>mag</unit><ucd>phot.color.excess</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>BP-RP</name><description>BP-RP colour</description><unit>mag</unit><ucd>phot.color;em.opt.B;em.opt.R</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>BP-G</name><description>BP-G colour</description><unit>mag</unit><ucd>phot.color;em.opt;em.opt</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>G-RP</name><description>G-RP colour</description><unit>mag</unit><ucd>phot.color;em.opt;em.opt</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>RV</name><description>Radial velocity</description><unit>km/s</unit><ucd>phys.veloc;pos.heliocentric</ucd><dataType xsi:type="vs:VOTableType">double</dataType></column><column><name>e_RV</name><description>Radial velocity error</description><unit>km/s</unit><ucd>stat.error</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>GRVSmag</name><description>? Integrated Grvs magnitude</description><unit>mag</unit><ucd>phot.mag;em.opt</ucd><dataType xsi:type="vs:VOTableType">float</dataType><flag>nullable</flag></column><column><name>e_GRVSmag</name><description>? Grvs magnitude uncertainty</description><unit>mag</unit><ucd>stat.error;phot.mag</ucd><dataType xsi:type="vs:VOTableType">float</dataType><flag>nullable</flag></column><column><name>PredProb1</name><description>Model predicted probability of hosting unresolved companion</description><ucd>stat.fit.goodness</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column></table></schema></tableset></ri:Resource>