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Author

Davide Modolo

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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
Jun 2026

Mural: Transferring LLM knowledge to image generation via Mixture-of-Transformers

Leveraging capabilities of large language models (LLMs) in text-to-image (T2I) synthesis is an important research direction. In this work we investigate whether the knowledge of a frozen LLM can be effectively utilized in T2I generation when trained exclusively on standard text-image pairs. We integrate a frozen, reaso...

Achin Jain, Jie An, Siddharth Chaudhary et al. · 0 citations

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