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Of Non-Linearity and Commutativity in BERT



Sumu Zhao , Damian Pascual , Gino Brunner , Roger Wattenhofer


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Medley2K: A Dataset of Medley Transitions



Lukas Faber , Sandro Luck , Damian Pascual , Andreas Roth , Gino Brunner , Roger Wattenhofer

* MML 2020 - 13th Int. Workshop on Machine Learning and Music at ECML-PKDD 2020 

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Telling BERT's full story: from Local Attention to Global Aggregation



Damian Pascual , Gino Brunner , Roger Wattenhofer

* Preprint. Work in progress 

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On the Validity of Self-Attention as Explanation in Transformer Models



Gino Brunner , Yang Liu , Damián Pascual , Oliver Richter , Roger Wattenhofer

* Preprint. Work in progress 

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Attentive Multi-Task Deep Reinforcement Learning



Timo Bram , Gino Brunner , Oliver Richter , Roger Wattenhofer

* Accepted as conference paper at ECML PKDD 2019 

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Using State Predictions for Value Regularization in Curiosity Driven Deep Reinforcement Learning



Gino Brunner , Manuel Fritsche , Oliver Richter , Roger Wattenhofer


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The Urban Last Mile Problem: Autonomous Drone Delivery to Your Balcony



Gino Brunner , Bence Szebedy , Simon Tanner , Roger Wattenhofer


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MIDI-VAE: Modeling Dynamics and Instrumentation of Music with Applications to Style Transfer



Gino Brunner , Andres Konrad , Yuyi Wang , Roger Wattenhofer

* Paper accepted at the 19th International Society for Music Information Retrieval Conference, ISMIR 2018, Paris, France 

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Symbolic Music Genre Transfer with CycleGAN



Gino Brunner , Yuyi Wang , Roger Wattenhofer , Sumu Zhao

* Paper accepted at the 30th International Conference on Tools with Artificial Intelligence, ICTAI 2018, Volos, Greece 

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