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A Survey Of Methods For Explaining Black Box Models

6 February 2018

Papers citing "A Survey Of Methods For Explaining Black Box Models"

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Transparency Techniques for Neural Networks trained on Writer Identification and Writer Verification Viktoria Pundy Marco Peer Florian Kleber 12 0 0 19 Jun 2025
Diffusion-based Counterfactual Augmentation: Towards Robust and Interpretable Knee Osteoarthritis Grading Zhe Wang Yuhua Ru Aladine Chetouani Tina Shiang Fang Chen ... Didier Hans Rachid Jennane William Ewing Palmer Mohamed Jarraya Yung Hsin Chen MedIm 19 0 0 18 Jun 2025
Evaluating Explainability: A Framework for Systematic Assessment and Reporting of Explainable AI Features Miguel Lago Ghada Zamzmi Brandon Eich Jana G. Delfino XAI ELM 15 0 0 16 Jun 2025
Towards Explaining Monte-Carlo Tree Search by Using Its Enhancements Jakub Kowalski M. Winands Maksymilian Wiśniewski Stanisław Reda Anna Wilbik 12 0 0 16 Jun 2025
Because we have LLMs, we Can and Should Pursue Agentic Interpretability Been Kim John Hewitt Neel Nanda Noah Fiedel Oyvind Tafjord 12 0 0 13 Jun 2025
Bias Attribution in Filipino Language Models: Extending a Bias Interpretability Metric for Application on Agglutinative Languages Lance Calvin Lim Gamboa Yue Feng Mark Lee 15 0 0 08 Jun 2025
Explaining Concept Shift with Interpretable Feature Attribution Ruiqi Lyu Alistair Turcan Bryan Wilder FAtt 56 0 0 27 May 2025
Explainability of Large Language Models using SMILE: Statistical Model-agnostic Interpretability with Local Explanations Zeinab Dehghani Koorosh Aslansefat Adil Khan Mohammed Naveed Akram MILM LRM 132 0 0 27 May 2025
Explanation User Interfaces: A Systematic Literature Review Eleonora Cappuccio Andrea Esposito Francesco Greco Giuseppe Desolda Rosa Lanzilotti Salvatore Rinzivillo 123 0 0 26 May 2025
Graph Style Transfer for Counterfactual Explainability Bardh Prenkaj Efstratios Zaradoukas Gjergji Kasneci AAML 89 0 0 23 May 2025
Interpretable Traces, Unexpected Outcomes: Investigating the Disconnect in Trace-Based Knowledge Distillation Siddhant Bhambri Upasana Biswas Subbarao Kambhampati 137 1 0 20 May 2025
Fixed Point Explainability Emanuele La Malfa Jon Vadillo Marco Molinari Michael Wooldridge 151 0 0 18 May 2025
Beyond the Black Box: Interpretability of LLMs in Finance Hariom Tatsat Ariye Shater AIFin 60 0 0 14 May 2025
On the interplay of Explainability, Privacy and Predictive Performance with Explanation-assisted Model Extraction Fatima Ezzeddine Rinad Akel Ihab Sbeity Silvia Giordano Marc Langheinrich Omran Ayoub SILM 48 0 0 13 May 2025
Interpretable Event Diagnosis in Water Distribution Networks André Artelt Stelios G. Vrachimis Demetrios G. Eliades Ulrike Kuhl Barbara Hammer Marios M. Polycarpou 126 0 0 12 May 2025
AI in Money Matters Nadine Sandjo Tchatchoua Richard Harper 51 0 0 12 May 2025
Human in the Latent Loop (HILL): Interactively Guiding Model Training Through Human Intuition Daniel Geissler Lars Krupp Vishal Banwari David Habusch Bo Zhou Paul Lukowicz Jakob Karolus 98 0 0 09 May 2025
What Do People Want to Know About Artificial Intelligence (AI)? The Importance of Answering End-User Questions to Explain Autonomous Vehicle (AV) Decisions Somayeh Molaei Lionel P. Robert Nikola Banovic 54 0 0 09 May 2025
Robustness questions the interpretability of graph neural networks: what to do? Kirill Lukyanov Georgii Sazonov Serafim Boyarsky Ilya Makarov AAML 461 0 0 05 May 2025
Conformal Prediction for Indoor Positioning with Correctness Coverage Guarantees Zhiyi Zhou Hexin Peng Hongyu Long 87 0 0 03 May 2025
Explanations as Bias Detectors: A Critical Study of Local Post-hoc XAI Methods for Fairness Exploration Vasiliki Papanikou Danae Pla Karidi E. Pitoura Emmanouil Panagiotou Eirini Ntoutsi 156 0 0 01 May 2025
In defence of post-hoc explanations in medical AI Joshua Hatherley Lauritz Munch Jens Christian Bjerring 90 0 0 29 Apr 2025
Mitigating Societal Cognitive Overload in the Age of AI: Challenges and Directions Salem Lahlou 119 0 0 28 Apr 2025
Selecting the Right LLM for eGov Explanations Lior Limonad Fabiana Fournier Hadar Mulian George Manias Spiros Borotis Danai Kyrkou 92 0 0 27 Apr 2025
Advancing CMA-ES with Learning-Based Cooperative Coevolution for Scalable Optimization Hongshu Guo Wenjie Qiu Zeyuan Ma Wei Wei Jun Zhang Jiawei Liu 100 2 0 24 Apr 2025
$AI, Help Me Think$\unicode{x2014}$but for Myself: Assisting People in Complex Decision-Making by Providing Different Kinds of Cognitive Support$ AI, Help Me Think $\unicode{x2014}$ but for Myself: Assisting People in Complex Decision-Making by Providing Different Kinds of Cognitive Support Leon Reicherts Z. Zhang Elisabeth von Oswald Yuanting Liu Yvonne Rogers Mariam Hassib 61 1 0 09 Apr 2025
AsyReC: A Multimodal Graph-based Framework for Spatio-Temporal Asymmetric Dyadic Relationship Classification Wang Tang Fethiye Irmak Dogan Linbo Qing Hatice Gunes 67 0 0 07 Apr 2025
A moving target in AI-assisted decision-making: Dataset shift, model updating, and the problem of update opacity Joshua Hatherley AAML 80 1 0 07 Apr 2025
Explanation-Driven Interventions for Artificial Intelligence Model Customization: Empowering End-Users to Tailor Black-Box AI in Rhinocytology Andrea Esposito Miriana Calvano Antonio Curci Francesco Greco Rosa Lanzilotti Antonio Piccinno 67 0 0 07 Apr 2025
An Explainable Neural Radiomic Sequence Model with Spatiotemporal Continuity for Quantifying 4DCT-based Pulmonary Ventilation Rihui Zhang Haiming Zhu Jingtong Zhao Lei Zhang F. Yin Chunhao Wang Zhenyu Yang 66 0 0 31 Mar 2025
Interpretable Machine Learning in Physics: A Review Sebastian Johann Wetzel Seungwoong Ha Raban Iten Miriam Klopotek Ziming Liu AI4CE 160 2 0 30 Mar 2025
Interpretable Machine Learning for Oral Lesion Diagnosis through Prototypical Instances Identification Alessio Cascione Mattia Setzu Federico A. Galatolo M. G. Cimino Riccardo Guidotti 66 0 0 21 Mar 2025
Deep Learning for Human Locomotion Analysis in Lower-Limb Exoskeletons: A Comparative Study Omar Coser Christian Tamantini M. Tortora Leonardo Furia R. Sicilia Loredana Zollo Paolo Soda 49 2 0 21 Mar 2025
Axiomatic Explainer Globalness via Optimal Transport Davin Hill Josh Bone A. Masoomi Max Torop Jennifer Dy 209 1 0 13 Mar 2025
A Frank System for Co-Evolutionary Hybrid Decision-Making Federico Mazzoni Riccardo Guidotti Alessio Malizia 79 2 0 08 Mar 2025
VirtualXAI: A User-Centric Framework for Explainability Assessment Leveraging GPT-Generated Personas Georgios Makridis Vasileios Koukos G. Fatouros D. Kyriazis 132 1 0 06 Mar 2025
Explainable AI in Time-Sensitive Scenarios: Prefetched Offline Explanation Model Fabio Michele Russo C. Metta Anna Monreale S. Rinzivillo Fabio Pinelli 101 0 0 06 Mar 2025
ILLC: Iterative Layer-by-Layer Compression for Enhancing Structural Faithfulness in SpArX Ungsik Kim 106 0 0 05 Mar 2025
Learning Covariance-Based Multi-Scale Representation of Neuroimaging Measures for Alzheimer Classification Seunghun Baek Injun Choi Mustafa Dere Minjeong Kim Guorong Wu Won Hwa Kim 137 3 0 03 Mar 2025
Controlled Model Debiasing through Minimal and Interpretable Updates Federico Di Gennaro Thibault Laugel Vincent Grari Marcin Detyniecki FaML 128 0 0 28 Feb 2025
XAIxArts Manifesto: Explainable AI for the Arts Nick Bryan-Kinns Shuoyang Zheng Francisco Castro Makayla Lewis Jia-Rey Chang Gabriel Vigliensoni Terence Broad Michael Clemens Elizabeth Wilson 66 2 0 28 Feb 2025
Capability Localization: Capabilities Can be Localized rather than Individual Knowledge Xiusheng Huang Jiaxiang Liu Yequan Wang Jun Zhao Kang Liu 92 1 0 28 Feb 2025
Can LLMs Explain Themselves Counterfactually? Zahra Dehghanighobadi Asja Fischer Muhammad Bilal Zafar LRM 86 0 0 25 Feb 2025
SALTY: Explainable Artificial Intelligence Guided Structural Analysis for Hardware Trojan Detection Tanzim Mahfuz Pravin Gaikwad Tasneem Suha Swarup Bhunia Prabuddha Chakraborty 69 0 0 21 Feb 2025
Large Language Models for Anomaly and Out-of-Distribution Detection: A Survey Ruiyao Xu Kaize Ding 123 7 0 17 Feb 2025
ExplainReduce: Summarising local explanations via proxies Lauri Seppäläinen Mudong Guo Kai Puolamäki FAtt 129 0 0 17 Feb 2025
Survival Concept-Based Learning Models Stanislav R. Kirpichenko Lev V. Utkin A. Konstantinov Natalya M. Verbova 65 0 0 09 Feb 2025
Fairness and Sparsity within Rashomon sets: Enumeration-Free Exploration and Characterization Lucas Langlade Julien Ferry Gabriel Laberge Thibaut Vidal 110 0 0 07 Feb 2025
Symbolic Knowledge Extraction and Injection with Sub-symbolic Predictors: A Systematic Literature Review Giovanni Ciatto Federico Sabbatini Andrea Agiollo Matteo Magnini Andrea Omicini 106 16 0 28 Jan 2025
DUEF-GA: Data Utility and Privacy Evaluation Framework for Graph Anonymization Jordi Casas-Roma 134 5 0 27 Jan 2025