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performance and decrease ratio

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If you are looking for an answer to the question What is Artificial Intelligence? and you only have a minute, then here's the definition the Association for the Advancement of Artificial Intelligence offers on its home page: "the scientific understanding of the mechanisms underlying thought and intelligent behavior and their embodiment in machines."

However, if you are fortunate enough to have more than a minute, then please get ready to embark upon an exciting journey exploring AI (but beware, it could last a lifetime) …

Benchmarking Robustness of Adaptation Methods on Pre-trained Vision-Language Models (Supplementary) Shuo Chen 1,3 Jindong Gu2 Zhen Han 1 Y unpu Ma1,3

Neural Information Processing SystemsFeb-16-2026, 06:18:36 GMT

BART had higher robustness against text corruptions on the GQA dataset. This may be due to the different language encoders used in BART and T5.Among all adaptation The top row shows the robustness against image corruptions and the bottom row is results against text corruptions. We also choose different embedding dimensions for adapter-based methods. The relative robustness of adaptation methods based on CLIP-T5 is presented in Table 1. Figure 2

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Neural Information Processing Systems

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