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cs.LG2025
LEAF: A Robust Expert-Based Framework for Few-Shot Continual Event Detection
Bao-Ngoc Dao, Quang Nguyen, Luyen Ngo Dinh +2
Few-shot Continual Event Detection (FCED) poses the dual challenges of learning from limited data and mitigating catastrophic forgetting across sequential tasks. Existing approache…
cs.LG2025
One-Prompt Strikes Back: Sparse Mixture of Experts for Prompt-based Continual Learning
Minh Le, Bao-Ngoc Dao, Huy Nguyen +3
Prompt-based methods have recently gained prominence in Continual Learning (CL) due to their strong performance and memory efficiency. A prevalent strategy in this paradigm assigns…