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Wojciech Masarczyk

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#machine learning Preprint Oct 2026

On the Limits of Representation-Based Test-Time Adaptation for Multimodal LLMs

Vision-language models suffer significant accuracy drops under common corruptions. While test-time adaptation (TTA) successfully mitigates these shifts in CLIP-like contrastive models, its application to generative multimodal large language models (MLLMs) remains underexplored and uniquely challenging due to their sequ...

Mikolaj Piórczynski, Wojciech Masarczyk, Damian Sójka et al. · 0 citations