WATCH: Adaptive Monitoring for AI Deployments via Weighted-Conformal Martingales (ICML 2025)

Instructions to Run:

Set up the environment by running

conda env create -f wtr.yml

Then activate the environment by running

conda activate wtr

Under /wtr/src, run

python main.py

The results will be saved under /wtr/figs.

Acknowledgement

Part of this repository is trying to reproduce results from the following paper: Retrain or not retrain: Conformal test martingales for change-point detection.