Same Answer, Different Representations: Hidden instability in VLMs

Farooq Ahmad Wani, Alessandro Suglia, Rohit Saxena +6

The robustness of Vision Language Models (VLMs) is commonly assessed through output-level invariance, implicitly assuming that stable predictions reflect stable multimodal processi…