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Benchmarking Test-Time Adaptation for Multi-Label Chest X-ray Classification under Distribution Shift

Although AI models achieve impressive performance on chest X-ray benchmarks, their deployment in real-world clinical settings remains challenging due to performance degradation under unpredictable conditions. To understand how these AI models can adapt in practice, we systematically evaluate several Test-Time Adaptatio...