… world data and a standardized test-bed to systematically … test-bed, the sanity checks we ran
to ensure its validity, and shows results comparing state-of-the-art off-policy learning methods …

… there are no other public datasets except the counterfactual test-bed from [13]. Our dataset
… Large-scale validation of counterfactual learning methods: A test-bed. arXiv preprint arXiv:…

… Finally, we report experiments to validate key characteristics of the dataset in Section 5. …
Large-scale validation of counterfactual learning methods: A test-bed. arXiv preprint arXiv:…

… In this paper, through a review of existing approaches of counterfactual learning, we point
… Large-scale validation of counterfactual learning methods: A test-bed. In NIPS Workshop on …

… where we need to learn on the factual domain and predict on the counterfactual domain. By
… Large-scale Validation of Counterfactual Learning Methods: A Test-Bed. arXiv preprint arXiv:…

… propose an offline evaluation protocol and a new large-scale dataset, which, to the best
of … for real-world systems and for validation of our methods even in synthetic and semi-synthetic …

… large-scale deployment in a production scale neural network … validation set, we can effectively
use all data for training, … used for large-scale, online training (counterfactual reasoning [15]…

… However, when we attempt to implement policy learning approaches for a large-scale top-𝐾 …
Large-scale validation of counterfactual learning methods: A test-bed. In NIPS Workshop on …

… methods can be found in [21]. One of the challenges in evaluating policies ofine is how to
estimate the counterfactuals [… The data was split randomly into training, validation, and test sets …