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  1. Joe Watson; Jan Peters

    Advancing Trajectory Optimization with Approximate Inference: Exploration, Covariance Control and Adaptive Risk

    In: 2021 American Control Conference. American Control Conference (ACC-2021), May 25-28, New Orleans, LA, USA, Pages 1231-1236, IEEE, 2021.

  2. Joe Watson; Jihao Andreas Lin; Pascal Klink; Joni Pajarinen; Jan Peters

    Latent Derivative Bayesian Last Layer Networks

    In: Arindam Banerjee; Kenji Fukumizu (Hrsg.). The 24th International Conference on Artificial Intelligence and Statistics. International Conference on …

  3. Florian Stuhlenmiller; Debora Clever; Stephan Rinderknecht; Michael Lutter; Jan Peters

    Trajectory Optimization of Energy Consumption and Expected Service Life of a Robotic System

    In: 2021 IEEE/ASME International Conference on Advanced Intelligent Mechatronics (AIM). IEEE/ASME International Conference on Advanced Intelligent …

  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. 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 …

  6. 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 …

  7. 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.

  8. 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, …

  9. 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 …

  10. Pascal Klink; Hany Abdulsamad; Boris Belousov; Carlo D'Eramo; Jan Peters; Joni Pajarinen

    A Probabilistic Interpretation of Self-Paced Learning with Applications to Reinforcement Learning

    In: Journal of Machine Learning Research, Vol. 22, Pages 182:1-182:52, JMLR, 2021.