Conference
Open access
Sep 2026
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 continuous shifts and sev...
Hao-Jie Bai, Aiguo Chen, Rui-Ting Dai et al.
· Proceedings of the Thirty-Fi... · 0 citations