2026
Diversifying Counterattacks: Orthogonal Exploration for Robust CLlP Inference
AAAI 2026technical
Vision-language pre-training models (VLPs) demonstrate strong multimodal understanding and zero-shot generalization, yet remain vulnerable to adversarial examples, raising concerns about their reliability. Recent work, Test-Time Counterattack (TTC), improves robustness by generating perturbations th