2026
Robust Cross-Modal Retrieval via Generative Semantic Refinement and Exclusion-Guided Adaptation
ICML 2026poster
Vision-Language Pre-trained (VLP) models are vulnerable to real-world query noise. Current cross-modal Test-Time Adaptation (TTA) methods often rely on high-confidence predictions, which induces confirmation bias and neglects the informative signals in ambiguous Low-Confidence Queries. To address th…