An ASP-Based Approach to Counterfactual Explanations for Classification

Russell, Ch. Efficient Search for Diverse Coherent Explanations. Proc. FAT 2019, pp. 20-28. arXiv:1901.04909

Original

1901

Earlier work this paper cites.

Karimi,A. H., Barthe, G., Balle, B. and Valera, I. Model-Agnostic Counterfactual Explanations for Consequential Decisions. Proc. International Conference on Artificial Intelligence and Statistics (AISTATS), 2020. arXiv: 1905.11190

1905

Earlier work this paper cites.

Giannotti, F., Greco, S., Sacca, D. and Zaniolo, C. Programming with Non-Determinism in Deductive Databases. Annals of Mathematics in Artificial Intelligence

1997

Earlier work this paper cites.

Bertossi, L., Li, J., Schleich, M., Suciu, D. and and Vagena, Z. Causality-Based Explanation of Classification Outcomes. Proc. 4th International Workshop on “Data Management for End-to-End Machine Learning” (DEEM) at ACM SIGMOD, 2020. Posted as Corr Arxiv Paper arXiv:2003.0686

Original

2003

Earlier work this paper cites.

Responsibility and Blame: A Structural-Model Approach

Chockler, H. and Halpern, J. Y · 2004

Earlier work this paper cites.

Causes and Explanations: A Structural-Model Approach: Part 1

Halpern, J. and Pearl, J · 2005

Earlier work this paper cites.

Leone, N., Pfeifer, G., Faber, W., Eiter, T., Gottlob, G., Koch, C., Mateis, C., Perri, S. and Scarcello, F. The DLV System for Knowledge Representation and Reasoning. ACM Transactions on Computational Logic

2006

Earlier work this paper cites.

Baral, C., Gelfond, M. and Rushton, N. Probabilistic Reasoning with Answer Sets. Theory and Practice of Logic Programming

2009

Earlier work this paper cites.

Pearl, J. Causality: Models, Reasoning and Inference

2009

Earlier work this paper cites.

Caniupan, M. and Bertossi, L. The Consistency Extractor System: Answer Set Programs for Consistent Query Answering in Databases. Data & Knowledge Engineering

2010

Cited alongside, same era.

The Complexity of Causality and Responsibility for Query Answers and Non-Answers

Meliou, A., Gatterbauer, W., Moore, K. F. and Suciu, D · 2010

Cited alongside, same era.

Gebser, M., Kaminski, R. and Schaub, T. Complex Optimization in Answer Set Programming. Theory and Practice of Logic Programming

2011

Cited alongside, same era.

Flach, P. Machine Learning

2012

Cited alongside, same era.

Martens, D. and Provost, F. J. Explaining Data-Driven Document Classifications. MIS Quarterly

2014

Cited alongside, same era.

Lundberg, S. and Lee, S.-I. A Unified Approach to Interpreting Model Predictions. Proc. NIPS 2017, pp. 4765-4774

2017

Later among the works it cites.

Wachter, S., Brent D. Mittelstadt, B. D. and Chris Russell, C. Counterfactual Explanations without Opening the Black Box: Automated Decisions and the GDPR. CoRR abs/1711.00399, 2017

Original

2017

Later among the works it cites.

Bertossi, L. Characterizing and Computing Causes for Query Answers in Databases from Database Repairs and Repair Programs. Proc. FoIKs, 2018, Springer LNCS 10833, pp. 55-76. Revised and extended version as Corr Arxiv Paper cs.DB/1712.01001

2018

Later among the works it cites.

Eiter, T., Germano, S., Ianni, G., Kaminski, T., Redl, C., Schüller, P. and Weinzierl, A. The DLVHEX System. Künstliche Intelligenz

2019

Later among the works it cites.

Law, M., Russo, A. and Broda K. Logic-Based Learning of Answer Set Programs. In Reasoning Web. Explainable Artificial Intelligence