arxivcs.CVcs.AI2026-07-21
Now You See the Hate: Adaptive View Retrieval for Hidden Hateful Illusions
Hateful optical illusions expose a serious gap in current multimodal safety systems. On original-view hateful illusions, previous work shows that six moderation classifiers achieve at most 20.9 to 24.5% accuracy and nine state-of-the-art VLMs remain at or below 10.2% with illusio…