Telling BERT's Full Story: from Local Attention to Global Aggregation.

Gino Brunner Damian Pascual Gino Brunner Roger Wattenhofer Telling BERT's Full Story: from Local Attention to Global Aggregation. 105-124 2021 EACL https://doi.org/10.18653/v1/2021.eacl-main.9 https://aclanthology.org/2021.eacl-main.9/ conf/eacl/2021 db/conf/eacl/eacl2021.html#PascualBW21 Sumu Zhao Damián Pascual Gino Brunner Roger Wattenhofer Of Non-Linearity and Commutativity in BERT. 1-8 2021 IJCNN https://doi.org/10.1109/IJCNN52387.2021.9533563 conf/ijcnn/2021 db/conf/ijcnn/ijcnn2021.html#ZhaoPBW21

Sumu Zhao Damian Pascual Gino Brunner Roger Wattenhofer Of Non-Linearity and Commutativity in BERT. 2021 abs/2101.04547 CoRR https://arxiv.org/abs/2101.04547 db/journals/corr/corr2101.html#abs-2101-04547

Gino Brunner Applications of Deep Learning for Sequential Data: Music, Human Activity and Language. 2020 ETH Zurich, Zürich, Switzerland https://hdl.handle.net/20.500.11850/450816 https://doi.org/10.3929/ethz-b-000450816 https://www.base-search.net/Record/d64957be642882f7cda9f5c05c85450e9c466afa255097c462170ffc60f0648a base-search.net (ftethz:oai:www.research-collection.ethz.ch:20.500.11850/450816) Gino Brunner Yang Liu Damian Pascual Oliver Richter Massimiliano Ciaramita Roger Wattenhofer On Identifiability in Transformers. 2020 ICLR https://openreview.net/forum?id=BJg1f6EFDB conf/iclr/2020 db/conf/iclr/iclr2020.html#BrunnerLPRCW20

Damian Pascual Gino Brunner Roger Wattenhofer Telling BERT's full story: from Local Attention to Global Aggregation. 2020 abs/2004.05916 CoRR https://arxiv.org/abs/2004.05916 db/journals/corr/corr2004.html#abs-2004-05916

Lukas Faber Sandro Luck Damian Pascual Andreas Roth Gino Brunner Roger Wattenhofer Medley2K: A Dataset of Medley Transitions. 2020 abs/2008.11159 CoRR https://arxiv.org/abs/2008.11159 db/journals/corr/corr2008.html#abs-2008-11159

Andrea Soro Gino Brunner Simon Tanner Roger Wattenhofer Recognition and Repetition Counting for Complex Physical Exercises with Deep Learning. 714 2019 19 Sensors 3 https://doi.org/10.3390/s19030714 https://www.wikidata.org/entity/Q64274720 db/journals/sensors/sensors19.html#SoroBTW19

Gino Brunner Darya Melnyk Birkir Sigfússon Roger Wattenhofer Swimming style recognition and lap counting using a smartwatch and deep learning. 23-31 2019 UbiComp https://doi.org/10.1145/3341163.3347719 https://www.wikidata.org/entity/Q130985067 conf/huc/2019 db/conf/huc/ubicomp2019.html#BrunnerMSW19 Gino Brunner Nawel Naas Sveinn Palsson Oliver Richter Roger Wattenhofer Monaural Music Source Separation using a ResNet Latent Separator Network. 1124-1131 2019 ICTAI https://doi.org/10.1109/ICTAI.2019.00157 conf/ictai/2019 db/conf/ictai/ictai2019.html#BrunnerNPRW19 Timo Bräm Gino Brunner Oliver Richter Roger Wattenhofer Attentive Multi-task Deep Reinforcement Learning. 134-149 2019 ECML/PKDD (3) https://doi.org/10.1007/978-3-030-46133-1_9 conf/pkdd/2019-3 db/conf/pkdd/pkdd2019-3.html#BramBRW19 Gino Brunner Mazda Moayeri Oliver Richter Roger Wattenhofer Chi Zhang Neural Symbolic Music Genre Transfer Insights. 437-445 2019 PKDD/ECML Workshops (2) https://doi.org/10.1007/978-3-030-43887-6_36 conf/pkdd/2019-w2 db/conf/pkdd/pkdd2019-w2.html#BrunnerMRWZ19

Timo Bräm Gino Brunner Oliver Richter Roger Wattenhofer Attentive Multi-Task Deep Reinforcement Learning. 2019 abs/1907.02874 CoRR http://arxiv.org/abs/1907.02874 db/journals/corr/corr1907.html#abs-1907-02874

Gino Brunner Yang Liu Damián Pascual Oliver Richter Roger Wattenhofer On the Validity of Self-Attention as Explanation in Transformer Models. 2019 abs/1908.04211 CoRR http://arxiv.org/abs/1908.04211 db/journals/corr/corr1908.html#abs-1908-04211

Gino Brunner Oliver Richter Yuyi Wang 0001 Roger Wattenhofer Teaching a Machine to Read Maps With Deep Reinforcement Learning. 2018 AAAI https://doi.org/10.1609/aaai.v32i1.11645 conf/aaai/2018 db/conf/aaai/aaai2018.html#BrunnerRWW18 2763-2770 Pascal Bissig Gino Brunner Florian Gubler Roger Wattenhofer Andreas Zingg Towards Measuring Real-World Performance of Android Devices. 1-8 2018 AICCSA https://doi.org/10.1109/AICCSA.2018.8612818 https://doi.ieeecomputersociety.org/10.1109/AICCSA.2018.8612818 conf/aiccsa/2018 db/conf/aiccsa/aiccsa2018.html#BissigBGWZ18 Gino Brunner Manuel Fritsche Oliver Richter Roger Wattenhofer Using State Predictions for Value Regularization in Curiosity Driven Deep Reinforcement Learning. 25-29 2018 ICTAI https://doi.org/10.1109/ICTAI.2018.00015 https://doi.ieeecomputersociety.org/10.1109/ICTAI.2018.00015 conf/ictai/2018 db/conf/ictai/ictai2018.html#BrunnerFRW18 Gino Brunner Yuyi Wang 0001 Roger Wattenhofer Sumu Zhao Symbolic Music Genre Transfer with CycleGAN. 786-793 2018 ICTAI https://doi.org/10.1109/ICTAI.2018.00123 https://doi.ieeecomputersociety.org/10.1109/ICTAI.2018.00123 conf/ictai/2018 db/conf/ictai/ictai2018.html#BrunnerWWZ18 Gino Brunner Andres Konrad Yuyi Wang 0001 Roger Wattenhofer MIDI-VAE: Modeling Dynamics and Instrumentation of Music with Applications to Style Transfer. 747-754 2018 ISMIR http://ismir2018.ircam.fr/doc/pdfs/204_Paper.pdf conf/ismir/2018 db/conf/ismir/ismir2018.html#BrunnerKWW18 Gino Brunner Yuyi Wang 0001 Roger Wattenhofer Michael Weigelt Disentangling the Latent Space of (Variational) Autoencoders for NLP. 163-168 2018 UKCI https://doi.org/10.1007/978-3-319-97982-3_13 conf/ukci/2018 db/conf/ukci/ukci2018.html#BrunnerWWW18

Gino Brunner Yuyi Wang 0001 Roger Wattenhofer Michael Weigelt Natural Language Multitasking: Analyzing and Improving Syntactic Saliency of Hidden Representations. 2018 abs/1801.06024 CoRR http://arxiv.org/abs/1801.06024 db/journals/corr/corr1801.html#abs-1801-06024

Gino Brunner Yuyi Wang 0001 Roger Wattenhofer Sumu Zhao Symbolic Music Genre Transfer with CycleGAN. 2018 abs/1809.07575 CoRR http://arxiv.org/abs/1809.07575 db/journals/corr/corr1809.html#abs-1809-07575

Gino Brunner Andres Konrad Yuyi Wang 0001 Roger Wattenhofer MIDI-VAE: Modeling Dynamics and Instrumentation of Music with Applications to Style Transfer. 2018 abs/1809.07600 CoRR http://arxiv.org/abs/1809.07600 db/journals/corr/corr1809.html#abs-1809-07600

Gino Brunner Bence Szebedy Simon Tanner Roger Wattenhofer The Urban Last Mile Problem: Autonomous Drone Delivery to Your Balcony. 2018 abs/1809.08022 CoRR http://arxiv.org/abs/1809.08022 db/journals/corr/corr1809.html#abs-1809-08022

Gino Brunner Manuel Fritsche Oliver Richter Roger Wattenhofer Using State Predictions for Value Regularization in Curiosity Driven Deep Reinforcement Learning. 2018 abs/1810.00361 CoRR http://arxiv.org/abs/1810.00361 db/journals/corr/corr1810.html#abs-1810-00361

Gino Brunner Yuyi Wang 0001 Roger Wattenhofer Jonas Wiesendanger JamBot: Music Theory Aware Chord Based Generation of Polyphonic Music with LSTMs. 519-526 2017 ICTAI https://doi.org/10.1109/ICTAI.2017.00085 https://doi.ieeecomputersociety.org/10.1109/ICTAI.2017.00085 conf/ictai/2017 db/conf/ictai/ictai2017.html#BrunnerWWW17

Gino Brunner Oliver Richter Yuyi Wang 0001 Roger Wattenhofer Teaching a Machine to Read Maps with Deep Reinforcement Learning. 2017 abs/1711.07479 CoRR http://arxiv.org/abs/1711.07479 db/journals/corr/corr1711.html#abs-1711-07479

Gino Brunner Yuyi Wang 0001 Roger Wattenhofer Jonas Wiesendanger JamBot: Music Theory Aware Chord Based Generation of Polyphonic Music with LSTMs. 2017 abs/1711.07682 CoRR http://arxiv.org/abs/1711.07682 db/journals/corr/corr1711.html#abs-1711-07682

Pascal Bissig Timo Bräm Massimiliano Ciaramita Lukas Faber Manuel Fritsche Florian Gubler Andres Konrad Yang Liu Sandro Luck Darya Melnyk Mazda Moayeri Nawel Naas Sveinn Palsson Damian PascualDamián Pascual Oliver Richter Andreas Roth Birkir Sigfússon Andrea Soro Bence Szebedy Simon Tanner Yuyi Wang 0001 Roger Wattenhofer Michael Weigelt Jonas Wiesendanger Chi Zhang Sumu Zhao Andreas Zingg