I had scribed this long blog article by expanding upon on Boaz Barak's wonderful class: https://windowsontheory.org/2021/04/01/robustness-in-train-and-test-time/

Covers robust mean estimation, data poisoning, domain shift, adversarial perturbation and even detoured to multiplicative weights. Read & enjoy :)