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Poisoning attacks got you down? This defense flips the script by using the attacker's own clustering behavior against them, achieving near-perfect attack mitigation with minimal accuracy loss.
By dynamically focusing on pathological regions and incorporating retinal anatomical knowledge, this glaucoma screening framework achieves state-of-the-art accuracy and robustness across diverse clinical datasets.
GPT-5 isn't always the smartest student: Qwen-Plus outshines it in Chinese CS certification exams, revealing critical cross-lingual performance gaps in LLMs.
Semantic segmentation models, even recent transformer-based architectures like SAM, are surprisingly vulnerable to new backdoor attacks that current defenses can't reliably stop.
