Why Did This Model Forecast This Future? Information-Theoretic Saliency for Counterfactual Explanations of Probabilistic Regression Models

Chirag Raman, Alec Nonnemaker, Amelia Villegas-Morcillo, Hayley Hung, M. Loog
2/12/2026

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@article{raman2026this,
  title  = {Why Did This Model Forecast This Future? Information-Theoretic Saliency for Counterfactual Explanations of Probabilistic Regression Models},
  author = {Chirag Raman and Alec Nonnemaker and Amelia Villegas-Morcillo and Hayley Hung and M. Loog},
  year   = {2026},
  doi    = {10.52202/075280-1443},
  url    = {https://doi.org/10.52202/075280-1443},
  journal = {NEURIPS 2023 2023}
}

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