1 citations · 2 across the 4 of their papers we have counts for
4 papers
Ling-CL: Understanding NLP Models through Linguistic Curricula
Mohamed Elgaar, Hadi Amiri
We employ a characterization of linguistic complexity from psycholinguistic and language acquisition research to develop data-driven curricula to understand the underlying linguist…
Curriculum Learning for Graph Neural Networks: A Multiview Competence-based Approach
Nidhi Vakil, Hadi Amiri
A curriculum is a planned sequence of learning materials and an effective one can make learning efficient and effective for both humans and machines. Recent studies developed effec…
HuCurl: Human-induced Curriculum Discovery
Mohamed Elgaar, Hadi Amiri
We introduce the problem of curriculum discovery and describe a curriculum learning framework capable of discovering effective curricula in a curriculum space based on prior knowle…
Generic and Trend-aware Curriculum Learning for Relation Extraction in Graph Neural Networks
Nidhi Vakil, Hadi Amiri
We present a generic and trend-aware curriculum learning approach for graph neural networks. It extends existing approaches by incorporating sample-level loss trends to better disc…