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。

There's nothing quite like the feeling of a clean, fast machine. No matter if you're running Windows or macOS, if you just unboxed a new laptop, built a fresh desktop, or wiped the slate clean with a ...

A good way to learn about customers' feedback is to scrape Amazon reviews. This detailed guide will show you 2 different methods, with coding and no coding.

点击上方“Deephub Imba”,关注公众号,好文章不错过 !Transformer的"二次方注意力瓶颈"的问题是老生常谈了。这个瓶颈到底卡在哪实际工程里怎么绕过去？本文从一个具体问题出发，介绍Mosaic这套多轴注意力分片方案的设计思路。注意力的内存困境注意力机制的计算公式： Attention(Q, K, V) = softmax(QKᵀ / √d) × ...