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01/12/2021
Of Non-Linearity and Commutativity in BERT
In this work we provide new insights into the transformer architecture, ...
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08/25/2020
Medley2K: A Dataset of Medley Transitions
The automatic generation of medleys, i.e., musical pieces formed by diff...
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04/10/2020
Telling BERT's full story: from Local Attention to Global Aggregation
We take a deep look into the behavior of self-attention heads in the tra...
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08/12/2019
On the Validity of Self-Attention as Explanation in Transformer Models
Explainability of deep learning systems is a vital requirement for many ...
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07/05/2019
Attentive Multi-Task Deep Reinforcement Learning
Sharing knowledge between tasks is vital for efficient learning in a mul...
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09/30/2018
Using State Predictions for Value Regularization in Curiosity Driven Deep Reinforcement Learning
Learning in sparse reward settings remains a challenge in Reinforcement ...
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09/21/2018
The Urban Last Mile Problem: Autonomous Drone Delivery to Your Balcony
Drone delivery has been a hot topic in the industry in the past few year...
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09/20/2018
MIDI-VAE: Modeling Dynamics and Instrumentation of Music with Applications to Style Transfer
We introduce MIDI-VAE, a neural network model based on Variational Autoe...
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09/20/2018
Symbolic Music Genre Transfer with CycleGAN
Deep generative models such as Variational Autoencoders (VAEs) and Gener...
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01/18/2018
Natural Language Multitasking: Analyzing and Improving Syntactic Saliency of Hidden Representations
We train multi-task autoencoders on linguistic tasks and analyze the lea...
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11/21/2017
JamBot: Music Theory Aware Chord Based Generation of Polyphonic Music with LSTMs
We propose a novel approach for the generation of polyphonic music based...
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11/20/2017