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CLIP's reliance on Shannon Entropy for test-time adaptation is fundamentally flawed due to pre-training biases, but a simple switch to Adaptive Debiasing Tsallis Entropy (ADTE) can yield state-of-the-art results without architecture-specific tuning.
