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Invited Talk
in
Workshop: 2nd Workshop on Test-Time Adaptation: Putting Updates to the Test (PUT)

Rahaf Aljundi: 3 Forms of Test Time Adaptation

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Fri 18 Jul 1 p.m. PDT — 1:30 p.m. PDT

Abstract:

I will discuss three forms of efficiently adapting small multimodal models. The first approach involves classical parameter adaptation through sparse structural updates. The second strategy leverages in-context demonstrations within an efficient collaboration framework between small and large models. The third combines gradient updates with in-context examples to enable a model to accumulate experience over time. I will conclude with an open discussion on how these three forms of adaptation can be integrated into a unified framework for continuous model adaptation.

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