no code implementations • 18 Feb 2021 • Cansu Sen, Bingyang Ye, Javed Aslam, Amir Tahmasebi
With our proposed approach, interpretability is achieved not through implicitly learned attention scores but by attributing each prediction to a particular sentence and words selected by human coders.
no code implementations • ACL 2020 • Cansu Sen, Thomas Hartvigsen, Biao Yin, Xiangnan Kong, Elke Rundensteiner
Motivated by human attention, computational attention mechanisms have been designed to help neural networks adjust their focus on specific parts of the input data.
no code implementations • 25 Sep 2019 • Thomas Hartvigsen, Cansu Sen, Xiangnan Kong, Elke Rundensteiner
As a result, even for high-dimensional hidden states, all dimensions are updated at each timestep regardless of the recurrent memory cell.
1 code implementation • KDD 2019 • Thomas Hartvigsen, Cansu Sen, Xiangnan Kong, Elke Rundensteiner
Early classification of time series is the prediction of the class label of a time series before it is observed in its entirety.