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School of Cyber Science and Engineering, Qufu Normal University, Qufu, Shandong, China
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LLMs can't even reproduce published physics papers end-to-end, with the best model scoring only 34% on a new benchmark designed for this purpose.
Image protection schemes are surprisingly brittle: off-the-shelf image-to-image models can bypass them with a simple "denoise" prompt, often outperforming specialized attacks.
Dataset distillation can be sped up by 18x on ImageNet-1K without sacrificing accuracy by focusing optimization on high-loss regions.
Transformer-based visual trackers, thought to be robust, can be significantly disrupted by patch-targeted adversarial noise, requiring far fewer queries than previously thought.
