The Rescue Effect: Spatio-Semantic Early Exit Bypasses Quantization Collapse in CLIP

Kahyeon Nam, Hyesong Choi

Deploying Vision-Language Models on resource-constrained hardware typically requires INT8 quantization, but in joint-embedding architectures such as CLIP this introduces a failure…