For the interested, this phenomenon is known as (deep) double descent:
https://openai.com/blog/deep-double-descent/
https://www.lesswrong.com/posts/FRv7ryoqtvSuqBxuT/understand...
(Edit: Oh, the definition appears in the abstract of the linked paper.)