EEGEyeNet: a Simultaneous Electroencephalography and Eye-tracking Dataset and Benchmark for Eye Movement Prediction

2 code implementations • 6 Nov 2021 • Ard Kastrati, Martyna Beata Płomecka, Damián Pascual, Lukas Wolf, Victor Gillioz, Roger Wattenhofer, Nicolas Langer

We present a new dataset and benchmark with the goal of advancing research in the intersection of brain activities and eye movements.

EEG Gaze Prediction +1

BERT is Robust! A Case Against Synonym-Based Adversarial Examples in Text Classification

no code implementations • 15 Sep 2021 • Jens Hauser, Zhao Meng, Damián Pascual, Roger Wattenhofer

We combine a human evaluation of individual word substitutions and a probabilistic analysis to show that between 96% and 99% of the analyzed attacks do not preserve semantics, indicating that their success is mainly based on feeding poor data to the model.

Data Augmentation text-classification +1

On Identifiability in Transformers

no code implementations • ICLR 2020 • Gino Brunner, Yang Liu, Damián Pascual, Oliver Richter, Massimiliano Ciaramita, Roger Wattenhofer

We show that, for sequences longer than the attention head dimension, attention weights are not identifiable.