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  1. Carlo D'Eramo; Andrea Cini; Alessandro Nuara; Matteo Pirotta; Cesare Alippi; Jan Peters; Marcello Restelli

    Gaussian Approximation for Bias Reduction in Q-Learning

    In: Journal of Machine Learning Research, Vol. 22, Pages 277:1-277:51, JMLR, 2021.

  2. Carlo D'Eramo; Davide Tateo; Andrea Bonarini; Marcello Restelli; Jan Peters

    MushroomRL: Simplifying Reinforcement Learning Research

    In: Journal of Machine Learning Research, Vol. 22, Pages 131:1-131:5, JMLR, 2021.

  3. Niyati Rawal; Dorothea Koert; Cigdem Turan; Kristian Kersting; Jan Peters; Ruth Stock-Homburg

    ExGenNet: Learning to Generate Robotic Facial Expression Using Facial Expression Recognition

    In: Frontiers in Robotics and AI, Vol. 8, Pages 0-10, Frontiers, 2021.

  4. Tracing Source Language Interference in Translation with Graph-Isomorphism Measures

    In: Ruslan Mitkov; Galia Angelova (Hrsg.). Proceedings of the International Conference Recent Advances in Natural Language Processing, RANLP 2021. …

  5. Rémi Calizzano; Malte Ostendorff; Georg Rehm

    Ordering Sentences and Paragraphs with Pre-trained Encoder-Decoder Transformers and Pointer Ensembles

    In: Proceedings of the 21st ACM Symposium on Document Engineering (DocEng 2021). ACM Symposium on Document Engineering (DocEng-2021), Limerick, …

  6. Rémi Calizzano; Malte Ostendorff; Georg Rehm

    DFKI SLT at GermEval 2021: Multilingual Pre-training and Data Augmentation for the Classification of Toxicity in Social Media Comments

    In: Julian Risch; Anke Stoll; Lena Wilms; Michael Wiegand (Hrsg.). Proceedings of the GermEval Workshop 2021 -- Shared Task on Toxic, Engaging and …

  7. Thomas Röfer; Tim Laue; Nikolai Bahr; Jonah Jaeger; Jannes Knychalla; Thorben Lorenzen; Nele Matschull; Yannik Meinken; Lukas Malte Monnerjahn; Lukas Plecher; Philip Reichenberg

    B-Human Team Report and Code Release 2021

    2021.

  8. Jonas Weigand; Julian Raible; Nico Zantopp; Ozan Demir; Adrian Trachte; Achim Wagner; Martin Ruskowski

    Hybrid Data-Driven Modelling for Inverse Control of Hydraulic Excavators

    In: 2021 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS). IEEE/RSJ International Conference on Intelligent Robots and …

  9. Nigora Gafur; Vassilios Yfantis; Martin Ruskowski

    Optimal scheduling and non-cooperative distributed model predictive control for multiple robotic manipulators

    In: 2021 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS). IEEE/RSJ International Conference on Intelligent Robots and …

  10. Cornelis Bouter; Monireh Pourjafarian; Leon Simar; Robert Wilterdink

    Towards a Comprehensive Methodology for Modelling Submodels in the Industry 4.0 Asset Administration Shell

    In: 2021 IEEE 23rd Conference on Business Informatics (CBI). IEEE Conference on Business Informatics (CBI), Pages 10-19, Vol. 02, IEEE, 2021.