no code implementations • 31 Oct 2022 • Bingyang Wen, K. P. Subbalakshmi, Fan Yang
Attention mechanisms have recently demonstrated impressive performance on a range of NLP tasks, and attention scores are often used as a proxy for model explainability.
no code implementations • 29 Sep 2021 • Bingyang Wen, Yupeng Cao, Fan Yang, Koduvayur Subbalakshmi, Rajarathnam Chandramouli
The flexibility of this architecture is its capability to support different types of expert knowledge (e. g., complete or partial) about the causal nature of the underlying phenomenon.
no code implementations • 21 Apr 2021 • Bingyang Wen, Luis Oliveros Colon, K. P. Subbalakshmi, R. Chandramouli
Though there are prior works that have demonstrated great progress, most of them learn the correlations in the data distributions rather than the true processes in which the datasets are naturally generated.
no code implementations • 2 Oct 2019 • Bingyang Wen, Sergul Aydore
It protects the copyright of digital content by embedding imperceptible information into the data in the presence of an adversary.