32e54441e6382a7fbacbbbaf3c450059-AuthorFeedback.pdf

Neural Information Processing Systems 

We would like to thank the reviewers for their comments and feedback. Reviewer #1: Causal Shapley values (SVs) are defined in Section 2. These do not coincide with what [9] and others Janzing et al. [9] write down the same equation, but We will follow the reviewer's The decomposition for conditional SVs follows by replacing "conditioning The decomposition is introduced in Section 3 to assist our illustration of how the different SVs attribute a model's SVs. Unlike conditional (asymmetric) SVs, causal SVs provide the right intuition in the case of common confounding. Reviewer #2: W.r.t. the novelty in comparison to [6]: asymmetric (conditional) SVs as defined in [6] in some cases See also the previous paragraph. SVs appear to fare better than the reviewer suggests.

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