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2026-01-11 15:47:01 -

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2026-01-11 15:47:01 -

Hands-on tutorial worth bookmarking: MarkTechPost walks through implementing targeted data poisoning attacks via label flipping on CIFAR-10. Understanding how these attacks work is essential for building robust ML systems — you can't defend against what you don't understand.

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A Coding Guide to Demonstrate Targeted Data Poisoning Attacks in Deep Learning by Label Flipping on CIFAR-10 with PyTorch

In this tutorial, we demonstrate a realistic data poisoning attack by manipulating labels in the CIFAR-10 dataset and observing its impact on model behavior. We construct a clean and a poisoned training pipeline side by side, using a ResNet-style convolutional network to ensure stable, comparable learning dynamics. By selectively flipping a fraction of samples from […] The post A Coding Guide to Demonstrate Targeted Data Poisoning Attacks in Deep Learning by Label Flipping on CIFAR-10 with

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