下图展示了一个有趣的现象：在法国斗牛犬的图像上添加一小块对抗性补丁后，VGG分类器竟然以极高的置信度将其判定为足球。Grad-CAM可视化清楚地显示，模型的注意力完全从狗身上转移到了那块补丁——一个精心构造的小扰动就足以劫持整个决策过程。

Troy Segal is an editor and writer. She has 20+ years of experience covering personal finance, wealth management, and business news. Erika Rasure is globally-recognized as a leading consumer economics ...

Doretha Clemons, Ph.D., MBA, PMP, has been a corporate IT executive and professor for 34 years. She is an adjunct professor at Connecticut State Colleges & Universities, Maryville University, and ...

When a figure is plotted with a bold/dark title or legend, e.g.: Plot The title appears correctly (bold, dark). Title and other text properties should remain intact. Editing a label should NOT modify ...

The title industry saw premium volume and profits both head higher with only a mild drift upward in claims during the second quarter, sustaining a turnaround insurers began to see last year.

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Criminals who commit home title theft try to take ownership of someone's home under false pretenses. Title thieves may forge signatures or pressure homeowners to sign over their title. Protect ...