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MelGAN: Generative Adversarial Networks for Conditional Waveform Synthesis
Previous works <cit.> have found that generating coherent raw audio wave...
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A Deep Reinforcement Learning Chatbot (Short Version)
We present MILABOT: a deep reinforcement learning chatbot developed by t...
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A Deep Reinforcement Learning Chatbot
We present MILABOT: a deep reinforcement learning chatbot developed by t...
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A Cheap Linear Attention Mechanism with Fast Lookups and Fixed-Size Representations
The softmax content-based attention mechanism has proven to be very bene...
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Exact gradient updates in time independent of output size for the spherical loss family
An important class of problems involves training deep neural networks wi...
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Theano: A Python framework for fast computation of mathematical expressions
Theano is a Python library that allows to define, optimize, and evaluate...
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The Z-loss: a shift and scale invariant classification loss belonging to the Spherical Family
Despite being the standard loss function to train multi-class neural net...
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An Exploration of Softmax Alternatives Belonging to the Spherical Loss Family
In a multi-class classification problem, it is standard to model the out...
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Artificial Neural Networks Applied to Taxi Destination Prediction
We describe our first-place solution to the ECML/PKDD discovery challeng...
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Deep Neural Networks for Anatomical Brain Segmentation
We present a novel approach to automatically segment magnetic resonance ...
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Efficient Exact Gradient Update for training Deep Networks with Very Large Sparse Targets
An important class of problems involves training deep neural networks wi...
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