@inproceedings{62072,
  abstract     = {{The vision of Automated Machine Learning (AutoML) is to produce high performing ML pipelines that require very little human involvement or domain expertise to use. Competitions and benchmarks have been critical tools for accelerating progress in AutoML. However, much of the prior work on AutoML competitions has focused on well-studied domains in machine learning such as vision and language—these are domains which have benefited from several years of ML pipeline design by domain experts, which brings the usage of AutoML into question in the first place. Recently, AutoML for diverse tasks has emerged as an important research area that aims to bring AutoML to the domains where it can have the most impact: the long tail of ML tasks <em>beyond vision and language</em>. We present a retrospective report of the AutoML Decathlon—an AutoML for diverse tasks competition hosted at NeurIPS 2022. The AutoML Decathlon presented participants with a set of 10 machine learning tasks that are diverse along several axes: domain, input dimension, output dimension, output type, objective function, and scale. Participants were tasked with developing AutoML methods that performed well on a <em>separate</em> set of 10 hidden diverse test tasks within a certain time budget, so as to discourage overfitting to the initial set of tasks and to encourage efficiency. In this report, we outline the details of the competition, discuss the top-5 submissions, analyze the results, and compare top submissions to additional state-of-the-art baselines designed specifically for diverse tasks. We conclude that the combination of existing efficient AutoML techniques with modern advancements in ML such as large-scale transfer learning, modern architectures, and differentiable Neural Architecture Search (NAS) is a promising direction for AutoML for diverse tasks.}},
  author       = {{Roberts, Nicholas and Guo, Samuel and Xu, Cong and Talwalkar, Ameet and Lander, David and Tao, Lvfang and Cai, Linhang and Niu, Shuaicheng and Heng, Jianyu and Qin, Hongyang and Deng, Minwen and Hog, Johannes and Pfefferle, Alexander and Ammanaghatta Shivakumar, Sushil and Krishnakumar, Arjun and Wang, Yubo and Sukthanker, Rhea and Hutter, Frank and Hasanaj, Euxhen and Le, Tien-Dung and Khodak, Mikhail and Nevmyvaka, Yuriy and Rasul, Kashif and Sala, Frederic and Schneider, Anderson and Shen, Junhong and Sparks, Evan}},
  booktitle    = {{Proceedings of the NeurIPS 2022 Competitions Track}},
  editor       = {{Ciccone, Marco and Stolovitzky, Gustavo and Albrecht, Jacob}},
  pages        = {{151–170}},
  publisher    = {{PMLR}},
  title        = {{{AutoML Decathlon: Diverse Tasks, Modern Methods, and Efficiency at Scale}}},
  volume       = {{220}},
  year         = {{2022}},
}

@article{37942,
  author       = {{Andexer, Jennifer N. and Beifuss, Uwe and Brasholz, Malte and Breinbauer, Rolf and Breugst, Martin and Dumele, Oliver and Ernst, Martin and Ganardi, Ruth and Giese, Michael and Gulder, Tobias A. M. and Hüttel, Wolfgang and Kath‐Schorr, Stephanie and Körber, Karsten and Kordes, Markus and Lindel, Thomas and Mück‐Lichtenfeld, Christian and Niemeyer, Jochen and Pfau, Roland and Pfrengle, Fabian and Pietruszka, Jörg and Röckl, Johannes L. and Schaschke, Norbert and Sebode, Hanna and Senge, Mathias O. and Straub, Bernd F. and Teichert, Johannes and Waldvogel, Siegfried R. and Werner, Thomas and Winter, Christian}},
  issn         = {{1439-9598}},
  journal      = {{Nachrichten aus der Chemie}},
  keywords     = {{General Chemical Engineering, General Chemistry}},
  number       = {{3}},
  pages        = {{42--69}},
  publisher    = {{Wiley}},
  title        = {{{Trendbericht Organische Chemie 2022}}},
  doi          = {{10.1002/nadc.20224122453}},
  volume       = {{70}},
  year         = {{2022}},
}

@article{37938,
  author       = {{Terazzi, Constanza and Laatz, Karoline and von Langermann, Jan and Werner, Thomas}},
  issn         = {{2168-0485}},
  journal      = {{ACS Sustainable Chemistry and Engineering}},
  keywords     = {{T1, T3, CSSD}},
  number       = {{40}},
  pages        = {{13335--13342}},
  publisher    = {{American Chemical Society (ACS)}},
  title        = {{{Synthesis of Cyclic Carbonates Catalyzed by CaI<sub>2</sub>–Et<sub>3</sub>N and Studies on Their Biocatalytic Kinetic Resolution}}},
  doi          = {{10.1021/acssuschemeng.2c03210}},
  volume       = {{10}},
  year         = {{2022}},
}

@article{37940,
  author       = {{Ren, Changyue and Spannenberg, Anke and Werner, Thomas}},
  issn         = {{2193-5807}},
  journal      = {{Asian Journal of Organic Chemistry}},
  keywords     = {{T1, T2, CSSD}},
  number       = {{9}},
  publisher    = {{Wiley}},
  title        = {{{Synthesis of Bifunctional Phosphonium Salts Bearing Perfluorinated Side Chains and Their Application in the Synthesis of Cyclic Carbonates from Epoxides and CO            <sub>2</sub>}}},
  doi          = {{10.1002/ajoc.202200156}},
  volume       = {{11}},
  year         = {{2022}},
}

@article{50025,
  author       = {{Feng, Yuanhua and Gries, Thomas and Letmathe, Sebastian and Schulz, Dominik}},
  issn         = {{2073-4859}},
  journal      = {{The R Journal}},
  keywords     = {{Statistics, Probability and Uncertainty, Numerical Analysis, Statistics and Probability}},
  number       = {{1}},
  pages        = {{182--195}},
  publisher    = {{The R Foundation}},
  title        = {{{The smoots Package in R for Semiparametric Modeling of Trend Stationary Time Series}}},
  doi          = {{10.32614/rj-2022-017}},
  volume       = {{14}},
  year         = {{2022}},
}

@misc{62144,
  author       = {{Weber, Arne and Werner, Thomas and Grandane, Aiga and Stefanow, V. and Lenz, O.}},
  title        = {{{Verfahren zur Herstellung von Cedrendiol}}},
  year         = {{2022}},
}

@misc{62224,
  author       = {{Heinrichs, Ulrike}},
  booktitle    = {{Allgemeines Künstlerlexikon }},
  editor       = {{Beyer, Andreas and Savoy, Bénédicte and Tegethoff, Wolf}},
  pages        = {{228--230}},
  publisher    = {{K. G. Saur}},
  title        = {{{Wiik, Maria (Maria Catharina)}}},
  volume       = {{116}},
  year         = {{2022}},
}

@misc{62220,
  author       = {{Heinrichs, Ulrike}},
  booktitle    = {{Allgemeines Künstlerlexikon }},
  editor       = {{Beyer, Andreas and Savoy, Bénédicte and Tegethoff, Wolf}},
  pages        = {{251--252}},
  publisher    = {{K. G. Saur}},
  title        = {{{Weckström, Marjatta}}},
  volume       = {{115}},
  year         = {{2022}},
}

@misc{62223,
  author       = {{Heinrichs, Ulrike}},
  booktitle    = {{Allgemeines Künstlerlexikon }},
  editor       = {{Beyer, Andreas and Savoy, Bénédicte and Tegethoff, Wolf}},
  pages        = {{30}},
  publisher    = {{K. G. Saur}},
  title        = {{{Westermarck, Helena}}},
  volume       = {{116}},
  year         = {{2022}},
}

@misc{62221,
  author       = {{Heinrichs, Ulrike}},
  booktitle    = {{Allgemeines Künstlerlexikon }},
  editor       = {{Beyer, Andreas and Savoy, Bénédicte and Tegethoff, Wolf}},
  pages        = {{292}},
  publisher    = {{K. G. Saur}},
  title        = {{{Wehmas, Einari}}},
  volume       = {{115}},
  year         = {{2022}},
}

@misc{62225,
  author       = {{Heinrichs, Ulrike}},
  booktitle    = {{Allgemeines Künstlerlexikon }},
  editor       = {{Beyer, Andreas and Savoy, Bénédicte and Tegethoff, Wolf}},
  publisher    = {{K. G. Saur}},
  title        = {{{Wikström, Emil}}},
  year         = {{2022}},
}

@misc{62222,
  author       = {{Heinrichs, Ulrike}},
  booktitle    = {{Allgemeines Künstlerlexikon }},
  pages        = {{460--461}},
  publisher    = {{K. G. Saur}},
  title        = {{{Wendelin, Martta}}},
  volume       = {{115}},
  year         = {{2022}},
}

@article{36988,
  author       = {{Thomas, Sven}},
  journal      = {{Technology and Language }},
  number       = {{4}},
  title        = {{{Language in the Age of Mechanical Reproduction}}},
  doi          = {{10.48417/technolang.2022.04.07}},
  volume       = {{3}},
  year         = {{2022}},
}

@misc{62226,
  author       = {{Heinrichs, Ulrike}},
  booktitle    = {{Allgemeines Künstlerlexikon }},
  editor       = {{Beyer, Andreas and Savoy, Bénédicte and Tegethoff, Wolf}},
  pages        = {{262--263}},
  publisher    = {{K. G. Saur}},
  title        = {{{Wright, Wilhelm von}}},
  volume       = {{117}},
  year         = {{2022}},
}

@book{62032,
  editor       = {{Fahimi, Miriam and Flatschart, Elmar and Schaffar, Wolfram}},
  isbn         = {{9783030939991}},
  publisher    = {{Springer International Publishing}},
  title        = {{{State and Statehood in the Global South}}},
  doi          = {{10.1007/978-3-030-94000-3}},
  year         = {{2022}},
}

@article{62235,
  abstract     = {{<jats:p>Additive manufacturing (AM) processes are not solely used where maximum design freedom meets low lot sizes. Direct microstructure design and topology optimization can be realized concomitantly during processing by adjusting the geometry, the material composition, and the solidification behavior of the material considered. However, when complex specific requirements have to be met, a targeted part design is highly challenging. In the field of biodegradable implant surgery, a cytocompatible material of an application-adapted shape has to be characterized by a specific degradation behavior and reliably predictable mechanical properties. For instance, small amounts of oxides can have a significant effect on microstructural development, thus likewise affecting the strength and corrosion behavior of the processed material. In the present study, biocompatible pure Fe was processed using electron powder bed fusion (E-PBF). Two different modifications of the Fe were processed by incorporating Fe oxide and Ce oxide in different proportions in order to assess their impact on the microstructural evolution, the mechanical response and the corrosion behavior. The quasistatic mechanical and chemical properties were analyzed and correlated with the final microstructural appearance.</jats:p>}},
  author       = {{Torrent, Christof J. J. and Krooß, Philipp and Huang, Jingyuan and Voigt, Markus and Ebbert, Christoph and Knust, Steffen and Grundmeier, Guido and Niendorf, Thomas}},
  issn         = {{2674-063X}},
  journal      = {{Alloys}},
  number       = {{1}},
  pages        = {{31--53}},
  publisher    = {{MDPI AG}},
  title        = {{{Oxide Modified Iron in Electron Beam Powder Bed Fusion—From Processability to Corrosion Properties}}},
  doi          = {{10.3390/alloys1010004}},
  volume       = {{1}},
  year         = {{2022}},
}

@book{61315,
  author       = {{Heinrichs, Ulrike and Voigt, Martina }},
  pages        = {{261}},
  publisher    = {{ART-Dok – Publikationsplattform Kunst- und Bildwissenschaften}},
  title        = {{{Die fragmentarischen Wandmalereien aus der Zeit Bischof Stephan Bodekers und Probst Peter von Klitzkes in der spätmittelalterlichen Dombibliothek in Brandenburg an der Havel und ihre Inschriften: Ein monumentaler Zyklus bestehend aus Figurenbildern, Texten und Ornamenten in zwei Bibliotheksräumen}}},
  doi          = {{https://doi.org/10.11588/artdok.00007730}},
  year         = {{2022}},
}

@misc{58579,
  author       = {{Bergmann, Claudia Dorit}},
  booktitle    = {{tà katoptrizómena – Magazin für Kunst | Kultur | Theologie | Ästhetik}},
  publisher    = {{De Gruyter}},
  title        = {{{Rezension zu: „The Language of Colour in the Bible. Embodied Colour Terms Related to Green”}}},
  volume       = {{139}},
  year         = {{2022}},
}

@misc{58578,
  author       = {{Bergmann, Claudia Dorit}},
  booktitle    = {{Theologische Literaturzeitung}},
  number       = {{6}},
  pages        = {{539--541}},
  publisher    = {{Brill}},
  title        = {{{Rezension zu: „Unveiling the Hidden – Anticipating the Future. Divinatory Practices Among Jews Between Qumran and the Modern Period”}}},
  volume       = {{148}},
  year         = {{2022}},
}

@misc{58581,
  author       = {{Bergmann, Claudia Dorit}},
  booktitle    = {{Theologische Literaturzeitung}},
  number       = {{6}},
  pages        = {{544--547}},
  title        = {{{Rezension zu: „On My Right Michael, On My Left Gabriel. Angels in Ancient Jewish Culture”}}},
  volume       = {{147}},
  year         = {{2022}},
}