I just learned about this closely related concurrent paper by Liu, Luo, and Ratliff that went up on arxiv yesterday: arxiv.org/abs/2605.11490 --- it also looks very interesting, check it out!
Making calibrated online predictions is a central challenge in modern AI systems. Much of the existing literature focuses on fully adversarial environments where outcomes may be arbitrary, leading to ...
