← Search

Sameen Maruf

2 accepted papers

2021

Learning to Explain: Generating Stable Explanations Fast

ACL 2021long

The importance of explaining the outcome of a machine learning model, especially a black-box model, is widely acknowledged. Recent approaches explain an outcome by identifying the contributions of input features to this outcome. In environments involving large black-box models or complex inputs, thi…

2021

Lifelong Explainer for Lifelong Learners

EMNLP 2021main

Lifelong Learning (LL) black-box models are dynamic in that they keep learning from new tasks and constantly update their parameters. Owing to the need to utilize information from previously seen tasks, and capture commonalities in potentially diverse data, it is hard for automatic explanation metho…