Author

Han-Kai Hsu

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Preprint Sep 2026

Multi-modal Knowledge Preserving Adapter for Embedding Backward Compatibility

This work introduces Multi-modal Knowledge Preserving Adapter (MKP-Adapter), the first adapter-only BCT approach for Multi-modal Large Language Models (MLLMs) that requires no backbone updates and achieves strong backward compatibility across diverse multi-modal benchmarks.

Jaeseok Byun, Gukyeong Kwon, Han-Kai Hsu et al. · 0 citations