# gradients
3 articlestagged with “gradients”
Gradient-Based Attacks Explained
How gradients are used to craft adversarial inputs for LLMs — FGSM, PGD, and GCG attacks explained with accessible math and practical examples.
gradientsfgsmpgdgcgwhite-boxadvanced
Lab: Adversarial ML From Scratch
Hands-on expert lab for implementing gradient-based adversarial attacks against language models from scratch without frameworks, building intuition for how adversarial perturbations exploit model gradients.
labexpertadversarial-mlgradientsfrom-scratch
Gradient-Based Attacks During Training
Technical deep dive into gradient-based attack methods that exploit training-time access, including gradient manipulation, adversarial weight perturbation, and training signal hijacking.
training-pipelinegradientsadversarial-attackstraining-security