no code implementations • 21 Mar 2024 • Shuvendu Roy, Chunjong Park, Aldi Fahrezi, Ali Etemad
FSCIL requires both stability and adaptability, i. e., preserving proficiency in previously learned tasks while learning new ones.
Ranked #2 on Few-Shot Class-Incremental Learning on CUB-200-2011
no code implementations • 12 Jan 2024 • Yae Jee Cho, Luyang Liu, Zheng Xu, Aldi Fahrezi, Gauri Joshi
Foundation models (FMs) adapt well to specific domains or tasks with fine-tuning, and federated learning (FL) enables the potential for privacy-preserving fine-tuning of the FMs with on-device local data.