Wermter's publications with Knowledge Technology

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Publications in 2019
SHMW19
Evaluating Defensive Distillation For Defending Text Processing Neural Networks Against Adversarial Examples   soll_hinz_magg_wermter.pdf http://dx.doi.org/10.1007/978-3-030-30508-6_54
Marcus Soll, Tobias Hinz, Sven Magg, Stefan Wermter
Artificial Neural Networks and Machine Learning – ICANN 2019, doi:10.1007/978-3-030-30508-6_54 - Sep 2019.
QWW19
LipSound: Neural Mel-spectrogram Reconstruction for Lip Reading   LipSound- Neural Mel-spectrogram Reconstruction for Lip Reading-for-WTM-web.pdf
Leyuan Qu, Cornelius Weber, Stefan Wermter
The 20th Annual Conference of the International Speech Communication Association (INTERSPEECH 2019) - Sep 2019. Open Access
BZKW19
Mixed-Reality Deep Reinforcement Learning for a Reach-to-grasp Task  
Hadi Beik-Mohammadi, Mohammad Ali Zamani, Matthias Kerzel, Stefan Wermter
Artificial Neural Networks and Machine Learning – ICANN 2019 - Sep 2019.
BCLW19
The OMG-Empathy Dataset: Evaluating the Impact of Affective Behavior in Storytelling   OMG_Empathy___ACII (4).pdf
Pablo Barros, Nikhil Churamani, Angelica Lim, Stefan Wermter
Proceedings of the IEEE Conference on Affective Computing and Intelligent Interaction (ACII) - Sep 2019.
EMW19
Curriculum goal masking for continuous deep reinforcement learning   Eppe2019_CGM.pdf
Manfred Eppe, Sven Magg, Stefan Wermter
2019 Joint IEEE International Conference on Development and Learning and Epigenetic Robotics (ICDL-EpiRob), pages 183--188 - Aug 2019.
HWKW19b
Efficient Intrinsically Motivated Robotic Grasping with Learning-Adaptive Imagination in Latent Space   hafez_epirob2019.pdf hafez_epirob201911.pdf
Burhan Hafez, Cornelius Weber, Matthias Kerzel, Stefan Wermter
Proceedings of the Ninth Joint IEEE International Conference on Development and Learning and on Epigenetic Robotics (ICDL-EpiRob), pages 240--246 - Aug 2019.
AMW19
Hierarchical Control for Bipedal Locomotion using Central Pattern Generators and Neural Networks   auddy_icdl_2019.pdf
Sayantan Auddy, Sven Magg, Stefan Wermter
2019 Joint IEEE International Conference on Development and Learning and Epigenetic Robotics (ICDL-EpiRob), pages 13--18 - Aug 2019.
KEHAW19
Neurocognitive Shared Visuomotor Network for End-to-end Learning of Object Identification, Localization and Grasping on a Humanoid   Shared_Visuomotor_Networks_for_Object_Identification__Localization_and_Manipulation_Preprint.pdf
Matthias Kerzel, Manfred Eppe, Stefan Heinrich, Fares Abawi, Stefan Wermter
2019 Joint IEEE International Conference on Development and Learning and Epigenetic Robotics (ICDL-EpiRob), pages 19--24 - Aug 2019.
HWKW19a
Curious Meta-Controller: Adaptive Alternation between Model-Based and Model-Free Control in Deep Reinforcement Learning   Curious-Meta-Controller.pdf
Burhan Hafez, Cornelius Weber, Matthias Kerzel, Stefan Wermter
Proceedings of the International Joint Conference on Neural Networks (IJCNN) - Jul 2019.
LLGWW19
Effect of Pruning on Catastrophic Forgetting in Growing Dual Memory Networks   IJCNN2019 Effect of pruning on catastrophic forgetting in GDM, 20190731 v12(3).pdf
Wei Shiung Liew, Chu Kiong Loo, Vadym Gryshchuk, Cornelius Weber, Stefan Wermter
Proceedings of the International Joint Conference on Neural Networks (IJCNN 2019) - Jul 2019.
SMW19a
Leveraging Recursive Processing for Neural-Symbolic Affect-Target Associations   SMW19-fin.pdf
Alexander Sutherland, Sven Magg, Stefan Wermter
Proceedings of the International Joint Conference on Neural Networks (IJCNN 2019) - Jul 2019.
KSGGW19
Neuro-Robotic Haptic Object Classification by Active Exploration on a Novel Dataset   Kerzel-RobotHapticObjectClassification-Preprint.pdf
Matthias Kerzel, Erik Strahl, Connor Gaede, Emil Gasanov, Stefan Wermter
Proceedings of the International Joint Conference on Neural Networks (IJCNN 2019) - Jul 2019.
AHNW19
Question Answering with Hierarchical Attention Networks   ijcnn19.pdf
Tayfun Alpay, Stefan Heinrich, Michael Nelskamp, Stefan Wermter
Proceedings of the International Joint Conference on Neural Networks (IJCNN 2019) - Jul 2019.
BPW19
A Personalized Affective Memory Model for Improving Emotion Recognition   barros19a.pdf
Pablo Barros, German I. Parisi, Stefan Wermter
Proceedings of Machine Learning Research, pages 485-494 - Jun 2019. Open Access
BW19
MoonGrad at SemEval-2019 Task 3: Ensemble BiRNNs for Contextual Emotion Detection in Dialogues   http://dx.doi.org/10.18653/v1/S19-2044
Chandrakant Bothe, Stefan Wermter
Proceedings of the 13th International Workshop on Semantic Evaluation, pages 261--265, doi:10.18653/v1/S19-2044 - Jun 2019. Open Access
PKPKW19
Continual lifelong learning with neural networks: A review   Parisi-2019_Continual-lifelong-learning-with-NN-review.pdf http://dx.doi.org/10.1016/j.neunet.2019.01.012
German I. Parisi, Ronald Kemker, Jose L. Part, Christopher Kanan, Stefan Wermter
Neural Networks, Volume 113, pages 54--71, doi:10.1016/j.neunet.2019.01.012 - May 2019. Open Access
BXABCNNSAGHSWW19
Designing a Personality-Driven Robot for a Human-Robot Interaction Scenario   ICRA19.pdf
Hadi Beik-Mohammadi, Nikoletta Xirakia, Fares Abawi, Irina Barykina, Krishnan Chandran, Gitanjali Nair, Cuong Nguyen, Daniel Speck, Tayfun Alpay, Sascha Griffiths, Stefan Heinrich, Erik Strahl, Cornelius Weber, Stefan Wermter
2019 IEEE International Conference on Robotics and Automation (ICRA) - May 2019.
LBSW19
Facial Expression Editing with Continuous Emotion Labels   LBSW19.pdf http://dx.doi.org/10.1109/FG.2019.8756558
Alexandra Lindt, Pablo Barros, Henrique Siqueira, Stefan Wermter
2019 14th IEEE International Conference on Automatic Face Gesture Recognition (FG 2019), pages 1--8, doi:10.1109/FG.2019.8756558 - May 2019.
HHW19
Generating Multiple Objects at Spatially Distinct Locations   Generating Multiple Objects at Spatially Distinct Locations.pdf
Tobias Hinz, Stefan Heinrich, Stefan Wermter
International Conference on Learning Representations - May 2019. Open Access
XHLWYWS19
Integrating Image-based and Knowledge-based Representation Learning   http://dx.doi.org/10.1109/TCDS.2019.2906685
Ruobing Xie, Stefan Heinrich, Zhiyuan Liu, Cornelius Weber, Yuan Yao, Stefan Wermter, Maosong Sun
IEEE Transactions on Cognitive and Developmental Systems, doi:10.1109/TCDS.2019.2906685 - Apr 2019. Open Access

Display the complete list (382 publications)
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