3 papers
cs.CL2023
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…
cs.LG2023
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…
cs.LG2023
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…