Explaining the Behavior of Black-Box Prediction Algorithms with Causal Learning

Explaining the Behavior of Black-Box Prediction Algorithms with Causal Learning

10 January 2025

Daniel Malinsky

Papers citing "Explaining the Behavior of Black-Box Prediction Algorithms with Causal Learning"

11 / 11 papers shown

Title
I Bet You Did Not Mean That: Testing Semantic Importance via Betting Jacopo Teneggi Jeremias Sulam FAtt 23 1 0 29 May 2024
DiConStruct: Causal Concept-based Explanations through Black-Box Distillation Ricardo Moreira Jacopo Bono Mário Cardoso Pedro Saleiro Mário A. T. Figueiredo P. Bizarro CML 11 4 0 16 Jan 2024
Beyond Single-Feature Importance with ICECREAM M.-J. Oesterle Patrick Blobaum Atalanti A. Mastakouri Elke Kirschbaum CML 22 1 0 19 Jul 2023
PWSHAP: A Path-Wise Explanation Model for Targeted Variables Lucile Ter-Minassian Oscar Clivio Karla Diaz-Ordaz R. Evans Chris Holmes 14 1 0 26 Jun 2023
Causal Dependence Plots Joshua R. Loftus Lucius E.J. Bynum Sakina Hansen CML 28 1 0 07 Mar 2023
Explaining Image Classifiers Using Contrastive Counterfactuals in Generative Latent Spaces Kamran Alipour Aditya Lahiri Ehsan Adeli Babak Salimi M. Pazzani CML 11 7 0 10 Jun 2022
DagSim: Combining DAG-based model structure with unconstrained data types and relations for flexible, transparent, and modularized data simulation Ghadi S. Al Hajj J. Pensar G. K. Sandve CML AI4CE 14 4 0 06 May 2022
Sequentially learning the topological ordering of causal directed acyclic graphs with likelihood ratio scores Gabriel Ruiz Oscar Hernan Madrid Padilla Qing Zhou CML 6 2 0 03 Feb 2022
D'ya like DAGs? A Survey on Structure Learning and Causal Discovery M. Vowels Necati Cihan Camgöz Richard Bowden CML 11 294 0 03 Mar 2021
BRPO: Batch Residual Policy Optimization Kentaro Kanamori Yinlam Chow Takuya Takagi Hiroki Arimura Honglak Lee Ken Kobayashi Craig Boutilier OffRL 131 46 0 08 Feb 2020
On Completeness-aware Concept-Based Explanations in Deep Neural Networks Chih-Kuan Yeh Been Kim Sercan Ö. Arik Chun-Liang Li Tomas Pfister Pradeep Ravikumar FAtt 120 297 0 17 Oct 2019