Tag: taylor

  • TaylorPODA: A Taylor Expansion-Based Method to Improve Post-Hoc Attributions for Opaque Models

    TaylorPODA: A Taylor Expansion-Based Method to Improve Post-Hoc Attributions for Opaque Models arXiv:2507.10643v1 Announce Type: new Abstract: Existing post-hoc model-agnostic methods generate external explanations for opaque models, primarily by locally attributing the model output to its input features. However, they often lack an explicit and systematic framework for quantifying the contribution of individual features. Building…