Papers universal meta-learning

“universal meta-learning” 태그가 달린 논문 2편 · 필터 해제

ConML: A Universal Meta-Learning Framework with Task-Level Contrastive Learning

2024-10-08 · Shiguang Wu, Yaqing Wang, Yatao Bian, Quanming Yao

Meta-learning enables learning systems to adapt quickly to new tasks, similar to humans. To emulate this human-like rapid learning and enhance alignment and discrimination abilities, we propose ConML, a universal meta-le…

Contrastive Learning Few-Shot Learning In-Context Learning Meta-Learning+1

Context-Aware Meta-Learning

2023-10-17 · Christopher Fifty, Dennis Duan, Ronald G. Junkins, Ehsan Amid 외

Large Language Models like ChatGPT demonstrate a remarkable capacity to learn new concepts during inference without any fine-tuning. However, visual models trained to detect new objects during inference have been unable …

Few-Shot Image Classification In-Context Learning Meta-Learning universal meta-learning