Multilayer Perceptrons struggle to learn certain simple arithmetic tasks...
Deep neural network (DNN) inference is increasingly being executed on mo...
Physical sketches are created by learning programs to control a drawing
...
We present an investigation into how representational losses can affect ...
To achieve systematic generalisation, it first makes sense to master sim...
Deep convolutional neural networks (CNNs) are computationally and memory...
Visual Semantic Embedding (VSE) models, which map images into a rich sem...
Zero shot learning (ZSL) has seen a surge in interest over the decade fo...
The Transformer architecture is widely used for machine translation task...
Transferring image-based object detectors to the domain of video remains...
Evidence that visual communication preceded written language and provide...
Mobile and embedded platforms are increasingly required to efficiently
e...
We present a bottom-up differentiable relaxation of the process of drawi...
The emergence of communication systems between agents which learn to pla...
Neural Arithmetic Logic Modules have become a growing area of interest,
...
Recent work suggests that changing Convolutional Neural Network (CNN)
ar...
Disentangled representation learning has seen a surge in interest over r...
Mixed Sample Data Augmentation (MSDA) has received increasing attention ...
There has been an increasing interest in the area of emergent communicat...
We study the problem of predicting a set from a feature vector with a de...
We introduce a pooling method for sets of feature vectors based on sorti...
The ability to look multiple times through a series of pose-adjusted gli...
Representations of sets are challenging to learn because operations on s...
We introduce torchbearer, a model fitting library for pytorch aimed at
r...
While Wikipedia exists in 287 languages, its content is unevenly distrib...
Visual Question Answering (VQA) models have struggled with counting obje...
Most people do not interact with Semantic Web data directly. Unless they...