294 citations · 294 across the 3 of their papers we have counts for
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cs.LG2025
Routing-Based Continual Learning for Multimodal Large Language Models
Jay Mohta, Kenan Emir Ak, Gwang Lee +3
Multimodal Large Language Models (MLLMs) struggle with continual learning, often suffering from catastrophic forgetting when adapting to sequential tasks. We introduce a routing-ba…
cs.LG2022★ 294 cited
Few-Shot Parameter-Efficient Fine-Tuning is Better and Cheaper than In-Context Learning
Haokun Liu, Derek Tam, Mohammed Muqeeth +4
Few-shot in-context learning (ICL) enables pre-trained language models to perform a previously-unseen task without any gradient-based training by feeding a small number of training…