Do We Train on Test Data? Purging CIFAR of Near-Duplicates by Björn Barz, Joachim Denzler

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Gradient Statistics-Based Multi-Objective Optimization in Physics-Informed Neural Networks by Sai Karthikeya Vemuri, Joachim Denzler

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1/f 2 Characteristics and isotropy in the fourier power spectra of visual art, cartoons, comics, mangas, and different categories of photographs. by Michael Koch, Joachim Denzler, Christoph Redies

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Is It Worth It? Comparing Six Deep and Classical Methods for Unsupervised Anomaly Detection in Time Series by Ferdinand Rewicki, Joachim Denzler, Julia Niebling

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Region-Based Edge Convolutions With Geometric Attributes for the Semantic Segmentation of Large-Scale 3-D Point Clouds by Jhonatan Contreras, Sven Sickert, Joachim Denzler

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Image Classification With Small Datasets: Overview and Benchmark by Lorenzo Brigato, Bjorn Barz, Luca Iocchi, Joachim Denzler

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Deep‐Learning Based Causal Inference: A Feasibility Study Based on Three Years of Tectonic‐Climate Data From Moxa Geodynamic Observatory by Wasim Ahmad, Valentin Kasburg, Nina Kukowski, Maha Shadaydeh, Joachim Denzler

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A Data-Driven Approach to Partitioning Net Ecosystem Exchange Using a Deep State Space Model by Violeta Teodora Trifunov, Maha Shadaydeh, Jakob Runge, Markus Reichstein, Joachim Denzler

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Emergent Techniques and Applications for Big Visual Data by Zhijun Fang, Jenq-Neng Hwang, Xiaoming Huo, Hyo-Jong Lee, Joachim Denzler

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Analyzing the Direction of Emotional Influence in Nonverbal Dyadic Communication: A Facial-Expression Study by Maha Shadaydeh, Lea Muller, Dana Schneider, Martin Thummel, Thomas Kessler, Joachim Denzler

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A spatiotemporal stochastic climate model for benchmarking causal discovery methods for teleconnections – CORRIGENDUM by Xavier-Andoni Tibau, Christian Reimers, Andreas Gerhardus, Joachim Denzler, Veronika Eyring, Jakob Runge

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A spatiotemporal stochastic climate model for benchmarking causal discovery methods for teleconnections by Xavier-Andoni Tibau, Christian Reimers, Andreas Gerhardus, Joachim Denzler, Veronika Eyring, Jakob Runge

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Automated analysis of spontaneous eye blinking in patients with acute facial palsy or facial synkinesis by Lukas Schuhmann, Tim Büchner, Martin Heinrich, Gerd Fabian Volk, Joachim Denzler, Orlando Guntinas-Lichius

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Limb, joint and pelvic kinematic control in the quail coping with steps upwards and downwards by Emanuel Andrada, Oliver Mothes, Heiko Stark, Matthew C. Tresch, Joachim Denzler, Martin S. Fischer, Reinhard Blickhan

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How Interpretable Machine Learning Can Benefit Process Understanding in the Geosciences by Shijie Jiang, Lily‐belle Sweet, Georgios Blougouras, Alexander Brenning, Wantong Li, Markus Reichstein, Joachim Denzler, Wei Shangguan, Guo Yu, Feini Huang, Jakob Zscheischler

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A virtual “Werkstatt” for digitization in the sciences by Sheeba Samuel, Maha Shadaydeh, Sebastian Böcker, Bernd Brügmann, Solveig Franziska Bucher, Volker Deckert, Joachim Denzler, Peter Dittrich, Ferdinand von Eggeling, Daniel Güllmar, Orlando Guntinas-Lichius, Birgitta König-Ries, Frank Löffler, Lutz Maicher, Manja Marz, Mirco Migliavacca, Jürgen R. Reichenbach, Markus Reichstein, Christine Römermann, Andrea Wittig

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Towards a multisensor station for automated biodiversity monitoring by J.Wolfgang Wägele, Paul Bodesheim, Sarah J. Bourlat, Joachim Denzler, Michael Diepenbroek, Vera Fonseca, Karl-Heinz Frommolt, Matthias F. Geiger, Birgit Gemeinholzer, Frank Oliver Glöckner, Timm Haucke, Ameli Kirse, Alexander Kölpin, Ivaylo Kostadinov, Hjalmar S. Kühl, Frank Kurth, Mario Lasseck, Sascha Liedke, Florian Losch, Sandra Müller, Natalia Petrovskaya, Krzysztof Piotrowski, Bernd Radig, Christoph Scherber, Lukas Schoppmann, Jan Schulz, Volker Steinhage, Georg F. Tschan, Wolfgang Vautz, Domenico Velotto, Maximilian Weigend, Stefan Wildermann

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A belowground perspective on the nexus between biodiversity change, climate change, and human well‐being by Nico Eisenhauer, Karin Frank, Alexandra Weigelt, Bartosz Bartkowski, Rémy Beugnon, Katja Liebal, Miguel Mahecha, Martin Quaas, Djamil Al‐Halbouni, Ana Bastos, Friedrich J. Bohn, Mariana Madruga deBrito, Joachim Denzler, Hannes Feilhauer, Rico Fischer, Immo Fritsche, Claudia Guimaraes‐Steinicke, Martin Hänsel, Daniel B. M. Haun, Hartmut Herrmann, Andreas Huth, Heike Kalesse‐Los, Michael Koetter, Nina Kolleck, Melanie Krause, Marlene Kretschmer, Pedro J. Leitão, Torsten Masson, Karin Mora, Birgit Müller, Jian Peng, Mira L. Pöhlker, Leonie Ratzke, Markus Reichstein, Solveig Richter, Nadja Rüger, Beatriz Sánchez‐Parra, Maha Shadaydeh, Sebastian Sippel, Ina Tegen, Daniela Thrän, Josefine Umlauft, Manfred Wendisch, Kevin Wolf, Christian Wirth, Hannes Zacher, Sönke Zaehle, Johannes Quaas

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