Of Non-Linearity and Commutativity in BERT.
Proceedings of the International Joint Conference on Neural Networks, 2021
Telling BERT's Full Story: from Local Attention to Global Aggregation.
Proceedings of the 16th Conference of the European Chapter of the Association for Computational Linguistics: Main Volume, 2021
Applications of Deep Learning for Sequential Data: Music, Human Activity and Language.
PhD thesis, 2020
Medley2K: A Dataset of Medley Transitions.
CoRR, 2020
On Identifiability in Transformers.
Proceedings of the 8th International Conference on Learning Representations, 2020
Recognition and Repetition Counting for Complex Physical Exercises with Deep Learning.
Sensors, 2019
On the Validity of Self-Attention as Explanation in Transformer Models.
CoRR, 2019
Neural Symbolic Music Genre Transfer Insights.
Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2019
Attentive Multi-task Deep Reinforcement Learning.
Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2019
Monaural Music Source Separation using a ResNet Latent Separator Network.
Proceedings of the 31st IEEE International Conference on Tools with Artificial Intelligence, 2019
Swimming style recognition and lap counting using a smartwatch and deep learning.
Proceedings of the 23rd International Symposium on Wearable Computers, ISWC 2019, London, 2019
The Urban Last Mile Problem: Autonomous Drone Delivery to Your Balcony.
CoRR, 2018
Natural Language Multitasking: Analyzing and Improving Syntactic Saliency of Hidden Representations.
CoRR, 2018
Disentangling the Latent Space of (Variational) Autoencoders for NLP.
Proceedings of the Advances in Computational Intelligence Systems, 2018
MIDI-VAE: Modeling Dynamics and Instrumentation of Music with Applications to Style Transfer.
Proceedings of the 19th International Society for Music Information Retrieval Conference, 2018
Symbolic Music Genre Transfer with CycleGAN.
Proceedings of the IEEE 30th International Conference on Tools with Artificial Intelligence, 2018
Using State Predictions for Value Regularization in Curiosity Driven Deep Reinforcement Learning.
Proceedings of the IEEE 30th International Conference on Tools with Artificial Intelligence, 2018
Towards Measuring Real-World Performance of Android Devices.
Proceedings of the 15th IEEE/ACS International Conference on Computer Systems and Applications, 2018
Teaching a Machine to Read Maps With Deep Reinforcement Learning.
Proceedings of the Thirty-Second AAAI Conference on Artificial Intelligence, 2018
JamBot: Music Theory Aware Chord Based Generation of Polyphonic Music with LSTMs.
Proceedings of the 29th IEEE International Conference on Tools with Artificial Intelligence, 2017