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Nov 19, 2019
Machine Learning

Deep Unsupervised Clustering with Clustered Generator Model

This paper addresses the problem of unsupervised clustering which remains one of the most fundamental challenges in machine learning and artificial i…
Nov 19, 2019
Machine Learning
Artificial Intelligence
Robotics

Planning with Goal-Conditioned Policies

Planning methods can solve temporally extended sequential decision making problems by composing simple behaviors. However, planning requires suitable…
Nov 19, 2019
Machine Learning
Artificial Intelligence
Robotics

MANGA: Method Agnostic Neural-policy Generalization and Adaptation

In this paper we target the problem of transferring policies across multiple environments with different dynamics parameters and motor noise variatio…
Nov 19, 2019
Artificial Intelligence
Computational Engineering
Finance
and Science i

Towards a computer-interpretable actionable formal model to encode da…

With the needs of science and business, data sharing and re-use has become an intensive activity for various areas. In many cases, governance imposes…
Nov 19, 2019
Machine Learning
Artificial Intelligence
Computation and Language

Towards unstructured mortality prediction with free-text clinical not…

Healthcare data continues to flourish yet a relatively small portion, mostly structured, is being utilized effectively for predicting clinical outcom…
Nov 19, 2019
Image and Video Processing
Computer Vision

LNDb: A Lung Nodule Database on Computed Tomography

Lung cancer is the deadliest type of cancer worldwide and late detection is the major factor for the low survival rate of patients. Low dose computed…
Nov 19, 2019
Computer Vision

Defective Convolutional Layers Learn Robust CNNs

Robustness of convolutional neural networks has recently been highlighted by the adversarial examples, i.e., inputs added with well-designed perturba…
Nov 19, 2019
Computer Vision

KISS: Keeping It Simple for Scene Text Recognition

Over the past few years, several new methods for scene text recognition have been proposed. Most of these methods propose novel building blocks for n…
Nov 19, 2019
Machine Learning

A model for predicting price polarity of real estate properties using…

This paper presents a model that uses the information that sellers publish in real estate market websites to predict whether a property has higher or…
Nov 19, 2019
Machine Learning
Artificial Intelligence

PRINCE: Provider-side Interpretability with Counterfactual Explanatio…

Interpretable explanations for recommender systems and other machine learning models are crucial to gain user trust. Prior works that have focused on…
Nov 19, 2019
Neural and Evolutionary Computation
Computation and Language

Deep Spiking Neural Networks for Large Vocabulary Automatic Speech …

Artificial neural networks (ANN) have become the mainstream acoustic modeling technique for large vocabulary automatic speech recognition (ASR). A co…
Nov 19, 2019
Social and Information Networks
Computation and Language

Event detection in Colombian security Twitter news using fine-grained…

Cultural and social dynamics are important concepts that must be understood in order to grasp what a community cares about. To that end, an excellent…
Nov 19, 2019
Artificial Intelligence
Machine Learning

Attention Privileged Reinforcement Learning For Domain Transfer

Applying reinforcement learning (RL) to physical systems presents notable challenges, given requirements regarding sample efficiency, safety, and phy…
Nov 19, 2019
Machine Learning
Artificial Intelligence

Variance Reduced Advantage Estimation with $δ$ Hindsight Credit Ass…

Hindsight Credit Assignment (HCA) refers to a recently proposed family of methods for producing more efficient credit assignment in reinforcement lea…
Nov 19, 2019
Machine Learning
Applications

Predicting overweight and obesity in later life from childhood data: …

Background: Overweight and obesity are an increasing phenomenon worldwide. Predicting future overweight or obesity early in the childhood reliably co…
Nov 19, 2019
Computer Science and Game Theory
Artificial Intelligence

All-Pay Bidding Games on Graphs

In this paper we introduce and study {\em all-pay bidding games}, a class of two player, zero-sum games on graphs. The game proceeds as follows. We p…
Nov 19, 2019
Machine Learning
Computers and Society

Energy Usage Reports: Environmental awareness as part of algorithmic …

The carbon footprint of algorithms must be measured and transparently reported so computer scientists can take an honest and active role in environme…
Nov 19, 2019
Machine Learning
Computer Vision
Graphics

Live Face De-Identification in Video

We propose a method for face de-identification that enables fully automatic video modification at high frame rates. The goal is to maximally decorrel…
Nov 19, 2019
Computation and Language
Artificial Intelligence
Information Retrieval

Unsupervised Natural Question Answering with a Small Model

The recent (2019-02) demonstration of the power of huge language models such as GPT-2 to memorise the answers to factoid questions raises questions a…
Nov 19, 2019
Machine Learning

Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model

Constructing agents with planning capabilities has long been one of the main challenges in the pursuit of artificial intelligence. Tree-based plannin…
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