Jia-Wei Shan

Beyond Performative Prediction: Open-environment Learning with Presence of Corruptions

Performative prediction is a framework to capture the endogenous distribution changes resulting from the reactions of deployed environments to the learner’s decision. Existing results require that the collected data are sampled from the clean observed distribution. However, this is often not the cas…