LAPT: Label-driven Automated Prompt Tuning for OOD Detection with Vision-Language Models Paper • 2407.08966 • Published Jul 12, 2024
Knowledge Regularized Negative Feature Tuning of Vision-Language Models for Out-of-Distribution Detection Paper • 2507.19847 • Published Jul 29, 2025 • 1
ANTS: Adaptive Negative Textual Space Shaping for OOD Detection via Test-Time MLLM Understanding and Reasoning Paper • 2509.03951 • Published Mar 17
Dual Memory Networks: A Versatile Adaptation Approach for Vision-Language Models Paper • 2403.17589 • Published Mar 26, 2024