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Internally Rewarded Reinforcement Learning


Feb 01, 2023
Mengdi Li, Xufeng Zhao, Jae Hee Lee, Cornelius Weber, Stefan Wermter

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* 24 pages 

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Learning Bidirectional Action-Language Translation with Limited Supervision and Incongruent Extra Input


Jan 09, 2023
Ozan Özdemir, Matthias Kerzel, Cornelius Weber, Jae Hee Lee, Muhammad Burhan Hafez, Patrick Bruns, Stefan Wermter

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Disentangling Prosody Representations with Unsupervised Speech Reconstruction


Dec 14, 2022
Leyuan Qu, Taihao Li, Cornelius Weber, Theresa Pekarek-Rosin, Fuji Ren, Stefan Wermter

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Harnessing the Power of Multi-Task Pretraining for Ground-Truth Level Natural Language Explanations


Dec 08, 2022
Björn Plüster, Jakob Ambsdorf, Lukas Braach, Jae Hee Lee, Stefan Wermter

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Whose Emotion Matters? Speaker Detection without Prior Knowledge


Dec 08, 2022
Hugo Carneiro, Cornelius Weber, Stefan Wermter

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* 22 pages, 8 figures, 6 tables 

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Neuro-Symbolic Spatio-Temporal Reasoning


Nov 28, 2022
Jae Hee Lee, Michael Sioutis, Kyra Ahrens, Marjan Alirezaie, Matthias Kerzel, Stefan Wermter

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* Contribution to the book "A Compendium of Neuro-Symbolic Artificial Intelligence", which is to appear in the first half of 2023 

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Introspection-based Explainable Reinforcement Learning in Episodic and Non-episodic Scenarios


Nov 23, 2022
Niclas Schroeter, Francisco Cruz, Stefan Wermter

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Visually Grounded Commonsense Knowledge Acquisition


Nov 22, 2022
Yuan Yao, Tianyu Yu, Ao Zhang, Mengdi Li, Ruobing Xie, Cornelius Weber, Zhiyuan Liu, Haitao Zheng, Stefan Wermter, Tat-Seng Chua, Maosong Sun

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* Accepted by AAAI 2023 

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Data Augmentation with Unsupervised Speaking Style Transfer for Speech Emotion Recognition


Nov 16, 2022
Leyuan Qu, Wei Wang, Taihao Li, Cornelius Weber, Stefan Wermter, Fuji Ren

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