Aiguo Chen

On-Device Realistic Test-Time Adaptation via Bias-Resistant Statistical Alignment

Test-Time Adaptation (TTA) aims to adapt pretrained models to unseen test data, which is crucial for resource-constrained edge devices that must handle distribution shifts on the fly without human supervision. However, conventional TTA methods often fail in realistic scenarios characterized by conti