2 citations · 3 across the 4 of their papers we have counts for
4 papers
Mitigating Algorithmic Bias on Facial Expression Recognition
Glauco Amigo, Pablo Rivas Perea, Robert J. Marks
Biased datasets are ubiquitous and present a challenge for machine learning. For a number of categories on a dataset that are equally important but some are sparse and others are c…
Algorithmic Information Forecastability
Glauco Amigo, Daniel Andrés Díaz-Pachón, Robert J. Marks +1
The outcome of all time series cannot be forecast, e.g. the flipping of a fair coin. Others, like the repeated {01} sequence {010101...} can be forecast exactly. Algorithmic inform…
Generatively Augmented Neural Network Watchdog for Image Classification Networks
Justin M. Bui, Glauco A. Amigo, Robert J. Marks
The identification of out-of-distribution data is vital to the deployment of classification networks. For example, a generic neural network that has been trained to differentiate b…
Cascade Watchdog: A Multi-tiered Adversarial Guard for Outlier Detection
Glauco Amigo, Justin M. Bui, Charles Baylis +1
The identification of out-of-distribution content is critical to the successful implementation of neural networks. Watchdog techniques have been developed to support the detection…