3 papers
cs.LG2026
A Human-Centered Validation of the Explainability-Performance Coefficient
Christian Oliva, Luis F. Lago-Fernández
The rapid adoption of deep learning models in high-risk domains has intensified the need for trustworthy Explainable Artificial Intelligence (XAI). However, objectively evaluating…
cs.LG2026
Explainability of Recurrent Neural Networks for Enhancing P300-based Brain-Computer Interfaces
Christian Oliva, Vinicio Changoluisa, Francisco B Rodríguez +1
Brain-Computer Interfaces (BCIs) based on P300 event-related potentials offer promising applications in health, education, and assistive technologies. However, challenges related t…
cs.NE2020
Separation of Memory and Processing in Dual Recurrent Neural Networks
Christian Oliva, Luis F. Lago-Fernández
We explore a neural network architecture that stacks a recurrent layer and a feedforward layer that is also connected to the input, and compare it to standard Elman and LSTM archit…