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This is a repository for reproducing the experiments of 'Off-Policy Evaluation and Learning for External Validity under a Covariate Shift'.

Before executing the program, download datasets, satimage, vehicle, and pendigits.

Experiments of Off-Policy Evaluation

python cs_ope/cs_ope/experiments/experiment_evaluation.py -p 'satimage'
python cs_ope/cs_ope/experiments/experiment_evaluation.py -p 'vehicle'
python cs_ope/cs_ope/experiments/experiment_evaluation.py -p 'pendigits'

Experiments of Off-Policy Learning

python cs_ope/cs_ope/experiments/experiment_learning.py -p 'satimage'
python cs_ope/cs_ope/experiments/experiment_learning.py -p 'vehicle'
python cs_ope/cs_ope/experiments/experiment_learning.py -p 'pendigits'