Efficient Search for Diverse Coherent Explanations

2 January 2019

Papers citing "Efficient Search for Diverse Coherent Explanations"

50 / 129 papers shown

Title
Counterfactual Strategies for Markov Decision Processes Paul Kobialka Lina Gerlach Francesco Leofante E. Ábrahám S. L. T. Tarifa E. Johnsen 31 0 0 14 May 2025
Interpretable Event Diagnosis in Water Distribution Networks André Artelt Stelios G. Vrachimis Demetrios G. Eliades Ulrike Kuhl Barbara Hammer Marios M. Polycarpou 36 0 0 12 May 2025
Exploring Energy Landscapes for Minimal Counterfactual Explanations: Applications in Cybersecurity and Beyond Spyridon Evangelatos Eleni Veroni Vasilis Efthymiou Christos Nikolopoulos Georgios Th. Papadopoulos Panagiotis G. Sarigiannidis AAML 37 0 0 23 Mar 2025
Understanding Fixed Predictions via Confined Regions Connor Lawless Tsui-Wei Weng Berk Ustun Madeleine Udell 48 0 0 22 Feb 2025
Model-Free Counterfactual Subset Selection at Scale Minh Nguyen Viet Hung Doan Anh Tuan Nguyen Jun Jo Quoc Viet Hung Nguyen LRM 57 0 0 12 Feb 2025
Graph Counterfactual Explainable AI via Latent Space Traversal Andreas Abildtrup Hansen Paraskevas Pegios Anna Calissano Aasa Feragen OOD BDL AAML 85 0 0 15 Jan 2025
Counterfactual Explanations via Riemannian Latent Space Traversal Paraskevas Pegios Aasa Feragen Andreas Abildtrup Hansen Georgios Arvanitidis BDL 47 1 0 04 Nov 2024
FGCE: Feasible Group Counterfactual Explanations for Auditing Fairness Christos Fragkathoulas Vasiliki Papanikou E. Pitoura Evimaria Terzi 36 0 0 29 Oct 2024
Improving Decision Sparsity Yiyang Sun Tong Wang Cynthia Rudin 216 1 0 27 Oct 2024
Perfect Counterfactuals in Imperfect Worlds: Modelling Noisy Implementation of Actions in Sequential Algorithmic Recourse Yueqing Xuan Kacper Sokol Mark Sanderson Jeffrey Chan 37 1 0 03 Oct 2024
CoGS: Causality Constrained Counterfactual Explanations using goal-directed ASP Sopam Dasgupta Joaquín Arias Elmer Salazar Gopal Gupta CML 24 2 0 11 Jul 2024
An Actionability Assessment Tool for Explainable AI Ronal Singh Tim Miller L. Sonenberg Eduardo Velloso F. Vetere Piers Howe Paul Dourish 27 2 0 19 Jun 2024
Unifying Perspectives: Plausible Counterfactual Explanations on Global, Group-wise, and Local Levels Patryk Wielopolski Oleksii Furman Jerzy Stefanowski Maciej Ziȩba 31 0 0 27 May 2024
Probabilistically Plausible Counterfactual Explanations with Normalizing Flows Patryk Wielopolski Oleksii Furman Jerzy Stefanowski Maciej Ziȩba 48 2 0 27 May 2024
CFGs: Causality Constrained Counterfactual Explanations using goal-directed ASP Sopam Dasgupta Joaquín Arias Elmer Salazar Gopal Gupta 31 0 0 24 May 2024
Reassessing Evaluation Functions in Algorithmic Recourse: An Empirical Study from a Human-Centered Perspective T. Tominaga Naomi Yamashita Takeshi Kurashima 26 1 0 23 May 2024
Mining Action Rules for Defect Reduction Planning Khouloud Oueslati Gabriel Laberge Maxime Lamothe Foutse Khomh 26 1 0 22 May 2024
SIDEs: Separating Idealization from Deceptive Explanations in xAI Emily Sullivan 51 2 0 25 Apr 2024
Generating Feasible and Plausible Counterfactual Explanations for Outcome Prediction of Business Processes Alexander Stevens Chun Ouyang Johannes De Smedt Catarina Moreira CML 40 1 0 14 Mar 2024
Sparse and Faithful Explanations Without Sparse Models Yiyang Sun Zhi Chen Vittorio Orlandi Tong Wang Cynthia Rudin 48 2 0 15 Feb 2024
Counterfactual Generation with Answer Set Programming Sopam Dasgupta Farhad Shakerin Joaquín Arias Elmer Salazar Gopal Gupta 24 1 0 06 Feb 2024
Generating Likely Counterfactuals Using Sum-Product Networks Jiri Nemecek Tomás Pevný Jakub Marecek TPM 76 0 0 25 Jan 2024
Design, Development, and Deployment of Context-Adaptive AI Systems for Enhanced End-User Adoption Christine P. Lee 29 3 0 24 Jan 2024
PUPAE: Intuitive and Actionable Explanations for Time Series Anomalies Audrey Der Chin-Chia Michael Yeh Yan Zheng Junpeng Wang Zhongfang Zhuang Liang Wang Wei Zhang Eamonn J. Keogh AI4TS 45 2 0 16 Jan 2024
Extracting human interpretable structure-property relationships in chemistry using XAI and large language models Geemi P Wellawatte Philippe Schwaller 32 5 0 07 Nov 2023
Counterfactual Explanation Generation with s(CASP) Sopam Dasgupta Farhad Shakerin Joaquín Arias Elmer Salazar Gopal Gupta LRM 15 0 0 23 Oct 2023
Generating collective counterfactual explanations in score-based classification via mathematical optimization E. Carrizosa Jasone Ramírez-Ayerbe Dolores Romero Morales 44 18 0 19 Oct 2023
Co-audit: tools to help humans double-check AI-generated content Andrew D. Gordon Carina Negreanu J. Cambronero Rasika Chakravarthy Ian Drosos ... Hannah Richardson Advait Sarkar Stephanie Simmons Jack Williams Ben Zorn 43 13 0 02 Oct 2023
Inverse classification with logistic and softmax classifiers: efficient optimization Miguel Á. Carreira-Perpiñán Suryabhan Singh Hada 29 1 0 16 Sep 2023
Flexible and Robust Counterfactual Explanations with Minimal Satisfiable Perturbations Yongjie Wang Hangwei Qian Yongjie Liu Wei Guo Chunyan Miao 25 4 0 09 Sep 2023
Towards User Guided Actionable Recourse Jayanth Yetukuri Ian Hardy Yang Liu 34 2 0 05 Sep 2023
On the Consistency and Robustness of Saliency Explanations for Time Series Classification Chiara Balestra Bin Li Emmanuel Muller FAtt XAI AAML AI4TS 16 2 0 04 Sep 2023
Declarative Reasoning on Explanations Using Constraint Logic Programming Laura State Salvatore Ruggieri Franco Turini LRM 23 1 0 01 Sep 2023
Prediction without Preclusion: Recourse Verification with Reachable Sets Avni Kothari B. Kulynych Tsui-Wei Weng Berk Ustun FaML 35 4 0 24 Aug 2023
Finding Optimal Diverse Feature Sets with Alternative Feature Selection Jakob Bach 29 1 0 21 Jul 2023
Navigating Explanatory Multiverse Through Counterfactual Path Geometry Kacper Sokol E. Small Yueqing Xuan 45 5 0 05 Jun 2023
AI Transparency in the Age of LLMs: A Human-Centered Research Roadmap Q. V. Liao J. Vaughan 58 159 0 02 Jun 2023
Reason to explain: Interactive contrastive explanations (REASONX) Laura State Salvatore Ruggieri Franco Turini LRM 32 1 0 29 May 2023
Achieving Diversity in Counterfactual Explanations: a Review and Discussion Thibault Laugel Adulam Jeyasothy Marie-Jeanne Lesot Christophe Marsala Marcin Detyniecki CML 29 10 0 10 May 2023
TIGTEC : Token Importance Guided TExt Counterfactuals Milan Bhan Jean-Noel Vittaut Nicolas Chesneau Marie-Jeanne Lesot 27 9 0 24 Apr 2023
Iterative Partial Fulfillment of Counterfactual Explanations: Benefits and Risks Yilun Zhou 47 0 0 17 Mar 2023
Explaining Model Confidence Using Counterfactuals Thao Le Tim Miller Ronal Singh L. Sonenberg 19 4 0 10 Mar 2023
Very fast, approximate counterfactual explanations for decision forests Miguel Á. Carreira-Perpiñán Suryabhan Singh Hada 29 3 0 06 Mar 2023
GAM Coach: Towards Interactive and User-centered Algorithmic Recourse Zijie J. Wang J. W. Vaughan R. Caruana Duen Horng Chau HAI 41 21 0 27 Feb 2023
Feasible Recourse Plan via Diverse Interpolation D. Nguyen Ngoc H. Bui Viet Anh Nguyen 19 6 0 22 Feb 2023
Distributionally Robust Recourse Action D. Nguyen Ngoc H. Bui Viet Anh Nguyen 42 6 0 22 Feb 2023
Efficient XAI Techniques: A Taxonomic Survey Yu-Neng Chuang Guanchu Wang Fan Yang Zirui Liu Xuanting Cai Mengnan Du Xia Hu 24 33 0 07 Feb 2023
Finding Regions of Counterfactual Explanations via Robust Optimization Donato Maragno Jannis Kurtz Tabea E. Rober Rob Goedhart cS. .Ilker Birbil D. Hertog 54 22 0 26 Jan 2023
Bayesian Hierarchical Models for Counterfactual Estimation Natraj Raman Daniele Magazzeni Sameena Shah 29 5 0 21 Jan 2023
ComplAI: Theory of A Unified Framework for Multi-factor Assessment of Black-Box Supervised Machine Learning Models Arkadipta De Satya Swaroop Gudipudi Sourab Panchanan M. Desarkar FaML 18 0 0 30 Dec 2022