The third Gaia data release provides low-resolution spectra for around 200 million sources. It is expected that a sizeable fraction of them contain a white dwarf (WD), either isolated, or in a binary system with a main-sequence (MS) companion, i.e. a white dwarf-main sequence (WDMS) binary. Taking advantage of a consolidated Random Forest algorithm used in the classification of WDs, we extend it to study the feasibility of classifying Gaia WDMS binary spectra. The Random Forest algorithm is first trained with a set of synthetic spectra generated by combining individual WD and MS spectra for the full range of effective temperatures and surface gravities. Moreover, with the aid of a detailed population synthesis code, we simulate the Gaia spectra for the above mentioned populations. For evaluating the performance of the models, a set of metrics are applied to our classifications. Our results show that for resolving powers above ~300 the accuracy of the classification depends exclusively on the SNR of the spectra, while below that value the SNR should be increased as the resolving power is reduced to maintain a certain accuracy. The algorithm is then applied to the already classified SDSS WDMS catalogue, revealing that the automated classification exhibits an accuracy comparable (or even higher) to previous classification methods. Finally, we simulate the {\it Gaia} spectra, showing that our algorithm is able to correctly classify nearly 80% the synthetic WDMS spectra. Our algorithm represents a useful tool in the analysis and classification of real Gaia WDMS spectra. Even for those spectra dominated by the flux of the MS stars, the algorithm reaches a high degree of accuracy (60%).
Membership of Stars in Open Clusters using Random Forest with Gaia Data
恒星在疏散星团中的成员资格是星团研究中最重要的参数之一。盖亚因为其前所未有的6-D数据而在成员估计方面打开了一个新的窗口。在本研究中，我们使用9个疏散星团的成员数据作为训练集，使用监督随机森林模型从Gaia DR 2数据中找到新成员，精度约为90%。发现的新成员数量往往是公布数量的两倍。星团中较大样本恒星的成员概率在确定星团参数如距离、消光和质量函数方面是一个主要的好处。我们还发现了成员在集群的外部区域，并发现在集群研究的子结构。由于新成员的加入，颜色星等图更加充实，使他们的研究更有前途。
Astrophotometric search for massive stars in the Milky way. Confronting Random Forest predictions with available spectroscopy
Universidad de La Serena（拉塞雷纳大学）；European Southern Observatory（欧洲南方天文台）；University of Amsterdam（阿姆斯特丹大学）；Universidad de Valparaíso（瓦尔帕莱索大学）；Gemini Observatory（双子座天文台）
Symbiotic binaries in the Gaia data. II. Symbiotic candidates from general variability classification in DR3
Charles University（查理大学）；Astronomical Institute, Faculty of Mathematics and Physics, Charles University（查理大学数学物理学院天文研究所）；Instituto de Astrofísica de Canarias（加那利群岛天体物理研究所）；Universidad de La Laguna（拉古纳大学）；Southern Spectroscopic Project Observatory Team (2SPOT)（南方光谱计划观测团队（2SPOT））；Nicolaus Copernicus Astronomical Center, Polish Academy of Sciences（波兰科学院尼古拉·哥白尼天文学中心）
21,864 Unresolved, Low-mass Binaries Identified via their Overluminosity in \textit{Gaia} DR3 and a Catalog of 347,440 Systems within 100 pc of the Sun
Georgia State University（佐治亚州立大学）；Planétarium de Montréal, Espace pour la Vie（蒙特利尔天文馆，生命空间）；Trottier Institute for Research on Exoplanets, Université de Montréal（特罗蒂尔系外行星研究所，蒙特利尔大学）；Vanderbilt University（范德堡大学）
Determination of [Fe/H] in Fundamental mode Classical Cepheids from Gaia DR3 light curve Fourier parameters
INAF-OACN Osservatorio Astronomico di Capodimonte（意大利国家天体物理研究所卡波迪蒙特天文台）；European Southern Observatory（欧洲南方天文台）；Scuola Superiore Meridionale（南方高等学院）；Istituto Nazionale di Fisica Nucleare, Sez. di Napoli（意大利国家核物理研究所那不勒斯分部）；Università di Salerno, Dipartimento di Fisica “E.R. Caianiello”（萨莱诺大学E.R.凯亚涅洛物理系）
No Convincing Evidence for Tidal Binary Clusters in the Galaxy
Facultad de Ciencias, Universitat Autònoma de Barcelona (UAB)（巴塞罗那自治大学理学院）；Institute of Graduate Studies In Sciences, İstanbul University（伊斯坦布尔大学高等研究院）
Observing bright pulsating white dwarfs with PLATO: A new window into the late stages of stellar evolution
KU Leuven（荷语鲁汶大学）；Universidad Nacional de La Plata（拉普拉塔国立大学）；CONICET-UNLP（阿根廷国家科学研究委员会-拉普拉塔国立大学联合中心）；Isaac Newton Group of Telescopes（艾萨克·牛顿望远镜组）；University of Oklahoma（俄克拉荷马大学）；Université de Montréal（蒙特利尔大学）；Boston University（波士顿大学）；University of Warwick（华威大学）；CUNY Queens College（纽约市立大学皇后学院）
