Tag: continual learning

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MAny: Advanced Multimodal Continual Instruction Tuning

Discover MAny, a training-free framework enhancing Multimodal Large Language Models by merging task knowledge for robust continual instruction tuning.

Spectral Analysis of Forgetting in Continual Learning

Explore spectral characterization of forgetting in continual learning, revealing how task distribution impacts forgetting rates and model retention.

BRAIN: Bias-Mitigation for Continual Vision-Brain Learning

Discover BRAIN, a bias-mitigation continual learning method enhancing vision-brain understanding by reducing memory decay and improving model accuracy.

BID-LoRA: Efficient Framework for Continual Learning & Unlearning

Discover BID-LoRA, a parameter-efficient framework enabling precise continual learning and unlearning to enhance AI adaptability and data privacy.

SVD-Based Orthogonal Projection for Continual Machine Unlearning

Discover how SVD-guided orthogonal projection improves continual machine unlearning by preserving model accuracy during sequential data deletion.

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