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A survey of algorithmic recourse: definitions, formulations, solutions, and prospects

8 October 2020

Gilles Barthe

Papers citing "A survey of algorithmic recourse: definitions, formulations, solutions, and prospects"

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Title
MCCE: Monte Carlo sampling of realistic counterfactual explanations Annabelle Redelmeier Martin Jullum K. Aas Anders Løland BDL 148 11 0 18 Nov 2021
Solving the Class Imbalance Problem Using a Counterfactual Method for Data Augmentation M. Temraz Markt. Keane 151 55 0 05 Nov 2021
Low-Cost Algorithmic Recourse for Users With Uncertain Cost Functions Prateek Yadav Peter Hase Joey Tianyi Zhou 198 12 0 01 Nov 2021
A Survey on the Robustness of Feature Importance and Counterfactual Explanations Saumitra Mishra Sanghamitra Dutta Jason Long Daniele Magazzeni AAML 224 66 0 30 Oct 2021
Deep Neural Networks and Tabular Data: A Survey V. Borisov Tobias Leemann Kathrin Seßler Johannes Haug Martin Pawelczyk Gjergji Kasneci LMTD 497 922 0 05 Oct 2021
Multi-Agent Algorithmic Recourse Andrew O'Brien Edward J. Kim 224 4 0 01 Oct 2021
Counterfactual Instances Explain Little Adam White Artur Garcez CML 109 5 0 20 Sep 2021
CounterNet: End-to-End Training of Prediction Aware Counterfactual Explanations Hangzhi Guo T. Nguyen A. Yadav OffRL 138 21 0 15 Sep 2021
CARLA: A Python Library to Benchmark Algorithmic Recourse and Counterfactual Explanation Algorithms Martin Pawelczyk Sascha Bielawski J. V. D. Heuvel Tobias Richter Gjergji Kasneci CML 205 118 0 02 Aug 2021
A Framework and Benchmarking Study for Counterfactual Generating Methods on Tabular DataApplied Sciences (AS), 2021 Raphael Mazzine David Martens 180 35 0 09 Jul 2021
Counterfactual Explanations in Sequential Decision Making Under Uncertainty Stratis Tsirtsis A. De Manuel Gomez Rodriguez 311 50 0 06 Jul 2021
Understanding Consumer Preferences for Explanations Generated by XAI Algorithms Yanou Ramon T. Vermeire Olivier Toubia David Martens Theodoros Evgeniou 129 12 0 06 Jul 2021
Quantifying Availability and Discovery in Recommender Systems via Stochastic ReachabilityInternational Conference on Machine Learning (ICML), 2021 Mihaela Curmei Sarah Dean Benjamin Recht 113 10 0 30 Jun 2021
Contrastive Counterfactual Visual Explanations With OverdeterminationMachine-mediated learning (ML), 2021 Adam White K. Ngan James Phelan Saman Sadeghi Afgeh Kevin Ryan C. Reyes-Aldasoro Artur Garcez 193 12 0 28 Jun 2021
Algorithmic Recourse in Partially and Fully Confounded Settings Through Bounding Counterfactual Effects Julius von Kügelgen N. Agarwal Jakob Zeitler Afsaneh Mastouri Bernhard Schölkopf CML 153 3 0 22 Jun 2021
Rational Shapley ValuesConference on Fairness, Accountability and Transparency (FAccT), 2021 David S. Watson 127 26 0 18 Jun 2021
Exploring Counterfactual Explanations Through the Lens of Adversarial Examples: A Theoretical and Empirical AnalysisInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2021 Martin Pawelczyk Chirag Agarwal Shalmali Joshi Sohini Upadhyay Himabindu Lakkaraju AAML 149 59 0 18 Jun 2021
Model-Based Counterfactual Synthesizer for Interpretation Fan Yang Sahan Suresh Alva Jiahao Chen X. Hu 98 34 0 16 Jun 2021
Counterfactual Explanations for Machine Learning: Challenges Revisited Sahil Verma John P Dickerson Keegan E. Hines LRM 90 37 0 14 Jun 2021
FairCanary: Rapid Continuous Explainable FairnessAAAI/ACM Conference on AI, Ethics, and Society (AIES), 2021 Avijit Ghosh Aalok Shanbhag Christo Wilson 234 23 0 13 Jun 2021
Optimal Counterfactual Explanations in Tree EnsemblesInternational Conference on Machine Learning (ICML), 2021 Axel Parmentier Thibaut Vidal 172 60 0 11 Jun 2021
Amortized Generation of Sequential Algorithmic Recourses for Black-box ModelsAAAI Conference on Artificial Intelligence (AAAI), 2021 Sahil Verma Keegan E. Hines John P. Dickerson 224 26 0 07 Jun 2021
Counterfactual Explanations Can Be ManipulatedNeural Information Processing Systems (NeurIPS), 2021 Dylan Slack Sophie Hilgard Himabindu Lakkaraju Sameer Singh 156 155 0 04 Jun 2021
A Comprehensive Taxonomy for Explainable Artificial Intelligence: A Systematic Survey of Surveys on Methods and ConceptsData mining and knowledge discovery (DMKD), 2021 Gesina Schwalbe Bettina Finzel XAI 337 258 0 15 May 2021
NICE: An Algorithm for Nearest Instance Counterfactual ExplanationsData mining and knowledge discovery (DMKD), 2021 Dieter Brughmans Pieter Leyman David Martens 201 79 0 15 Apr 2021
Consequence-aware Sequential Counterfactual Generation Philip Naumann Eirini Ntoutsi OffRL 166 26 0 12 Apr 2021
Handling Climate Change Using Counterfactuals: Using Counterfactuals in Data Augmentation to Predict Crop Growth in an Uncertain Climate FutureInternational Conference on Case-Based Reasoning (ICCBR), 2021 M. Temraz Eoin M. Kenny E. Ruelle L. Shalloo Barry Smyth Markt. Keane 100 7 0 08 Apr 2021
Local Explanations via Necessity and Sufficiency: Unifying Theory and PracticeMinds and Machines (Minds Mach.), 2021 David S. Watson Limor Gultchin Ankur Taly Luciano Floridi 158 69 0 27 Mar 2021
Explaining Black-Box Algorithms Using Probabilistic Contrastive Counterfactuals Sainyam Galhotra Romila Pradhan Babak Salimi CML 214 117 0 22 Mar 2021
Counterfactuals and Causability in Explainable Artificial Intelligence: Theory, Algorithms, and ApplicationsInformation Fusion (Inf. Fusion), 2021 Yu-Liang Chou Catarina Moreira P. Bruza Chun Ouyang Joaquim A. Jorge CML 315 213 0 07 Mar 2021
Strategic Classification Made PracticalInternational Conference on Machine Learning (ICML), 2021 Sagi Levanon Nir Rosenfeld 206 66 0 02 Mar 2021
Towards Robust and Reliable Algorithmic RecourseNeural Information Processing Systems (NeurIPS), 2021 Sohini Upadhyay Shalmali Joshi Himabindu Lakkaraju 191 121 0 26 Feb 2021
If Only We Had Better Counterfactual Explanations: Five Key Deficits to Rectify in the Evaluation of Counterfactual XAI TechniquesInternational Joint Conference on Artificial Intelligence (IJCAI), 2021 Mark T. Keane Eoin M. Kenny Eoin Delaney Barry Smyth CML 250 164 0 26 Feb 2021
Benchmarking and Survey of Explanation Methods for Black Box ModelsData mining and knowledge discovery (DMKD), 2021 F. Bodria F. Giannotti Riccardo Guidotti Francesca Naretto D. Pedreschi S. Rinzivillo XAI 302 276 0 25 Feb 2021
Everything is Relative: Understanding Fairness with Optimal Transport Kweku Kwegyir-Aggrey Rebecca Santorella Sarah M. Brown OT 151 5 0 20 Feb 2021
CF-GNNExplainer: Counterfactual Explanations for Graph Neural NetworksInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2021 Ana Lucic Maartje ter Hoeve Gabriele Tolomei Maarten de Rijke Fabrizio Silvestri 413 167 0 05 Feb 2021
Conditional Generative Models for Counterfactual Explanations A. V. Looveren Janis Klaise G. Vacanti Oliver Cobb CML 125 36 0 25 Jan 2021
Interpretability and Explainability: A Machine Learning Zoo Mini-tour Ricards Marcinkevics Julia E. Vogt XAI 305 132 0 03 Dec 2020
Linear Classifiers that Encourage Constructive Adaptation Yatong Chen Jialu Wang Yang Liu 288 18 0 31 Oct 2020
Explainable Machine Learning for Public Policy: Use Cases, Gaps, and Research DirectionsData & Policy (DP), 2020 Kasun Amarasinghe Kit Rodolfa Hemank Lamba Rayid Ghani ELM XAI 419 66 0 27 Oct 2020
On the Fairness of Causal Algorithmic Recourse Julius von Kügelgen Amir-Hossein Karimi Umang Bhatt Isabel Valera Adrian Weller Bernhard Schölkopf FaML 553 91 0 13 Oct 2020
Scaling Guarantees for Nearest Counterfactual ExplanationsAAAI/ACM Conference on AI, Ethics, and Society (AIES), 2020 Kiarash Mohammadi Amir-Hossein Karimi Gilles Barthe Isabel Valera LRM 164 35 0 10 Oct 2020
The Intriguing Relation Between Counterfactual Explanations and Adversarial ExamplesMinds and Machines (MM), 2020 Timo Freiesleben GAN 444 69 0 11 Sep 2020
Algorithmic recourse under imperfect causal knowledge: a probabilistic approachNeural Information Processing Systems (NeurIPS), 2020 Amir-Hossein Karimi Julius von Kügelgen Bernhard Schölkopf Isabel Valera CML 334 189 0 11 Jun 2020
PRINCE: Provider-side Interpretability with Counterfactual Explanations in Recommender SystemsWeb Search and Data Mining (WSDM), 2019 Azin Ghazimatin Oana Balalau Rishiraj Saha Roy Gerhard Weikum FAtt 330 104 0 19 Nov 2019