2025
Test-Time Spectrum-Aware Latent Steering for Zero-Shot Generalization in Vision-Language Models
NeurIPS 2025poster
Vision–language models (VLMs) excel at zero-shot inference but often degrade under test-time domain shifts. For this reason, episodic test-time adaptation strategies have recently emerged as powerful techniques for adapting VLMs to a single unlabeled image. However, existing adaptation strategies, s…