This is the code repository for the paper, "Local Pointwise Explanations of LambdaMART" accepted at The 14th Scandinavian conference on AI (SCAI).
In order to replicate the experiments, you can train LambdaMART in Local Point-Wise Explanations by looking into Get exp (yahoo and web10k).ipynb or load the ones already trained in /models.
Run get_exp_all_datasets -d DATASET_NAME to obtain explanations (or load the ones already obtained in /exps folder.
Run Evaluation Pointwise (V2).ipynb replicating the evaluation results and Evaluation Viz.ipynb for replicating the visualizations.
Lastly, run consistency/Consinstency.ipynb to replicate our resutls for Explanation consistency and investigation/Investigation.ipynb for the effect of depth.