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Li-Po Wang

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Preprint Sep 2026

When is Test-Time Adaptation Identifiable From Unlabeled Evidence?

Test-time adaptation (TTA) offers many ways to update a deployed model without labels, but choosing the wrong update can make a strong source model worse. Recent methods therefore try to predict which adaptation will work from unlabeled test data. We ask a prior question: does the evidence given to the selector contain...

Kartik Jhawar, Li-Po Wang · 0 citations

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