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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 […]

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Meet SETA: Open Source Training Reinforcement Learning Environments for Terminal Agents with 400 Tasks and CAMEL Toolkit

What does an end to end stack for terminal agents look like when you combine structured toolkits, synthetic RL environments, and benchmark aligned evaluation? A team of researchers from CAMEL AI, Eigent AI and other collaborators have released SETA, a toolkit and environment stack that focuses on reinforcement learning for terminal agents. The project targets

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Highest honour: Indian-origin scientist Shri Kulkarni wins Royal Astronomical Society’s Gold Medal

Indian-origin astrophysicist Shri Kulkarni has received the Royal Astronomical Society’s Gold Medal, its highest honour, for revolutionizing time-domain astronomy. His groundbreaking work, from discovering millisecond pulsars to developing advanced sky-scanning instruments like ZTF, has transformed our understanding of the universe’s dynamic nature. This prestigious award recognizes his immense contributions to astrophysics.

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Should speed cameras be hidden?

The long-running series in which readers answer other readers’ questions tackles a road safety issue• Read this week’s replies: Can you really fake it to make it?What’s the point of having speed limits if camera-warning signs and apps allow drivers to slow down in advance – then just continue speeding? Maybe the UK government in

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