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cs.LG2026
Curriculum Learning for LLM Pretraining: An Analysis of Learning Dynamics
Mohamed Elgaar, Hadi Amiri
Curriculum learning changes the order of pretraining data, but it remains unclear how ordering changes the learning dynamics. We pretrain models from 14M to 1B parameters for 300B…
cs.LG2024
CogniVoice: Multimodal and Multilingual Fusion Networks for Mild Cognitive Impairment Assessment from Spontaneous Speech
Jiali Cheng, Mohamed Elgaar, Nidhi Vakil +1
Mild Cognitive Impairment (MCI) is a medical condition characterized by noticeable declines in memory and cognitive abilities, potentially affecting individual's daily activities.…
cs.LG2023★ 1 cited
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…