XAI-CF -- Examining the Role of Explainable Artificial Intelligence in Cyber Forensics

4 February 2024

Papers citing "XAI-CF -- Examining the Role of Explainable Artificial Intelligence in Cyber Forensics"

50 / 52 papers shown

Title
SIFT -- File Fragment Classification Without Metadata Shahid Alam 16 2 0 05 Oct 2023
ProtoExplorer: Interpretable Forensic Analysis of Deepfake Videos using Prototype Exploration and Refinement M. D. L. D. Bouter J. Pardo Z. Geradts M. Worring 48 10 0 20 Sep 2023
Adversarial attacks and defenses in explainable artificial intelligence: A survey Hubert Baniecki P. Biecek AAML 64 66 0 06 Jun 2023
A Survey on Explainable Artificial Intelligence for Cybersecurity Gaith Rjoub Jamal Bentahar Omar Abdel Wahab R. Mizouni Alyssa Song Robin Cohen Hadi Otrok Azzam Mourad 49 29 0 07 Mar 2023
Explainable Artificial Intelligence Applications in Cyber Security: State-of-the-Art in Research Zhibo Zhang H. A. Hamadi Ernesto Damiani C. Yeun Fatma Taher AAML 68 156 0 31 Aug 2022
SAFARI: Versatile and Efficient Evaluations for Robustness of Interpretability Wei Huang Xingyu Zhao Gao Jin Xiaowei Huang AAML 50 30 0 19 Aug 2022
Generative Adversarial Networks Gilad Cohen Raja Giryes GAN 215 30,089 0 01 Mar 2022
An Objective Metric for Explainable AI: How and Why to Estimate the Degree of Explainability Francesco Sovrano F. Vitali 51 31 0 11 Sep 2021
Research trends, challenges, and emerging topics of digital forensics: A review of reviews Fran Casino Thomas K. Dasaklis G. Spathoulas M. Anagnostopoulos Amrita Ghosal István Bor̈oc̈z A. Solanas Mauro Conti Constantinos Patsakis 42 82 0 10 Aug 2021
Fooling Partial Dependence via Data Poisoning Hubert Baniecki Wojciech Kretowicz P. Biecek AAML 47 23 0 26 May 2021
If Only We Had Better Counterfactual Explanations: Five Key Deficits to Rectify in the Evaluation of Counterfactual XAI Techniques Mark T. Keane Eoin M. Kenny Eoin Delaney Barry Smyth CML 58 146 0 26 Feb 2021
Assessing Information Quality in IoT Forensics: Theoretical Framework and Model Implementation Federico Costantini Fausto Galvan M. Stefani Sebastiano Battiato 23 3 0 29 Dec 2020
Is there a role for statistics in artificial intelligence? Sarah Friedrich G. Antes S. Behr Harald Binder W. Brannath ... H. Leitgöb Markus Pauly A. Steland A. Wilhelm T. Friede 34 49 0 13 Sep 2020
The role of explainability in creating trustworthy artificial intelligence for health care: a comprehensive survey of the terminology, design choices, and evaluation strategies A. Markus J. Kors P. Rijnbeek 78 464 0 31 Jul 2020
On quantitative aspects of model interpretability An-phi Nguyen María Rodríguez Martínez 43 114 0 15 Jul 2020
Explainable Artificial Intelligence: a Systematic Review Giulia Vilone Luca Longo XAI 61 270 0 29 May 2020
Why Fairness Cannot Be Automated: Bridging the Gap Between EU Non-Discrimination Law and AI Sandra Wachter Brent Mittelstadt Chris Russell FaML 42 280 0 12 May 2020
Dense Passage Retrieval for Open-Domain Question Answering Vladimir Karpukhin Barlas Oğuz Sewon Min Patrick Lewis Ledell Yu Wu Sergey Edunov Danqi Chen Wen-tau Yih RALM 154 3,739 0 10 Apr 2020
Ground Truth Evaluation of Neural Network Explanations with CLEVR-XAI L. Arras Ahmed Osman Wojciech Samek XAI AAML 56 156 0 16 Mar 2020
Measuring the Quality of Explanations: The System Causability Scale (SCS). Comparing Human and Machine Explanations Andreas Holzinger André M. Carrington Heimo Muller LRM XAI ELM 63 308 0 19 Dec 2019
Founding The Domain of AI Forensics I. Baggili Vahid Behzadan 27 16 0 11 Dec 2019
"How do I fool you?": Manipulating User Trust via Misleading Black Box Explanations Himabindu Lakkaraju Osbert Bastani 56 254 0 15 Nov 2019
Fooling LIME and SHAP: Adversarial Attacks on Post hoc Explanation Methods Dylan Slack Sophie Hilgard Emily Jia Sameer Singh Himabindu Lakkaraju FAtt AAML MLAU 63 814 0 06 Nov 2019
Explainable Artificial Intelligence (XAI): Concepts, Taxonomies, Opportunities and Challenges toward Responsible AI Alejandro Barredo Arrieta Natalia Díaz Rodríguez Javier Del Ser Adrien Bennetot Siham Tabik ... S. Gil-Lopez Daniel Molina Richard Benjamins Raja Chatila Francisco Herrera XAI 113 6,235 0 22 Oct 2019
One Explanation Does Not Fit All: A Toolkit and Taxonomy of AI Explainability Techniques Vijay Arya Rachel K. E. Bellamy Pin-Yu Chen Amit Dhurandhar Michael Hind ... Karthikeyan Shanmugam Moninder Singh Kush R. Varshney Dennis L. Wei Yunfeng Zhang XAI 42 392 0 06 Sep 2019
Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks Nils Reimers Iryna Gurevych 939 12,129 0 27 Aug 2019
A Survey on Bias and Fairness in Machine Learning Ninareh Mehrabi Fred Morstatter N. Saxena Kristina Lerman Aram Galstyan SyDa FaML 520 4,323 0 23 Aug 2019
Multilingual Universal Sentence Encoder for Semantic Retrieval Yinfei Yang Daniel Cer Amin Ahmad Mandy Guo Jax Law ... Steve Yuan Chris Tar Yun-hsuan Sung B. Strope R. Kurzweil 3DV 59 477 0 09 Jul 2019
Explanation in Human-AI Systems: A Literature Meta-Review, Synopsis of Key Ideas and Publications, and Bibliography for Explainable AI Shane T. Mueller R. Hoffman W. Clancey Abigail Emrey Gary Klein XAI 47 286 0 05 Feb 2019
Metrics for Explainable AI: Challenges and Prospects R. Hoffman Shane T. Mueller Gary Klein Jordan Litman XAI 72 725 0 11 Dec 2018
Towards the Development of Realistic Botnet Dataset in the Internet of Things for Network Forensic Analytics: Bot-IoT Dataset Nickolaos Koroniotis Nour Moustafa E. Sitnikova B. Turnbull 44 1,219 0 02 Nov 2018
Stakeholders in Explainable AI Alun D. Preece Daniel Harborne Dave Braines Richard J. Tomsett Supriyo Chakraborty 38 155 0 29 Sep 2018
Transparency and Explanation in Deep Reinforcement Learning Neural Networks R. Iyer Yuezhang Li Huao Li M. Lewis R. Sundar Katia Sycara 42 174 0 17 Sep 2018
Enabling Trust in Deep Learning Models: A Digital Forensics Case Study Aditya K Slawomir Grzonkowski NhienAn Lekhac 29 27 0 03 Aug 2018
Local Rule-Based Explanations of Black Box Decision Systems Riccardo Guidotti A. Monreale Salvatore Ruggieri D. Pedreschi Franco Turini F. Giannotti 120 437 0 28 May 2018
A Survey Of Methods For Explaining Black Box Models Riccardo Guidotti A. Monreale Salvatore Ruggieri Franco Turini D. Pedreschi F. Giannotti XAI 105 3,938 0 06 Feb 2018
Counterfactual Explanations without Opening the Black Box: Automated Decisions and the GDPR Sandra Wachter Brent Mittelstadt Chris Russell MLAU 96 2,348 0 01 Nov 2017
What Does Explainable AI Really Mean? A New Conceptualization of Perspectives Derek Doran Sarah Schulz Tarek R. Besold XAI 66 438 0 02 Oct 2017
Interpretable & Explorable Approximations of Black Box Models Himabindu Lakkaraju Ece Kamar R. Caruana J. Leskovec FAtt 57 254 0 04 Jul 2017
Explanation in Artificial Intelligence: Insights from the Social Sciences Tim Miller XAI 234 4,249 0 22 Jun 2017
A Unified Approach to Interpreting Model Predictions Scott M. Lundberg Su-In Lee FAtt 802 21,760 0 22 May 2017
Interpretable Explanations of Black Boxes by Meaningful Perturbation Ruth C. Fong Andrea Vedaldi FAtt AAML 74 1,517 0 11 Apr 2017
Axiomatic Attribution for Deep Networks Mukund Sundararajan Ankur Taly Qiqi Yan OOD FAtt 160 5,968 0 04 Mar 2017
Towards A Rigorous Science of Interpretable Machine Learning Finale Doshi-Velez Been Kim XAI FaML 366 3,776 0 28 Feb 2017
Forensic Analysis of the ChatSecure Instant Messaging Application on Android Smartphones C. Anglano M. Canonico Marco Guazzone 26 52 0 21 Oct 2016
Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization Ramprasaath R. Selvaraju Michael Cogswell Abhishek Das Ramakrishna Vedantam Devi Parikh Dhruv Batra FAtt 246 19,929 0 07 Oct 2016
Interpretable Two-level Boolean Rule Learning for Classification Guolong Su Dennis L. Wei Kush R. Varshney Dmitry Malioutov 56 52 0 18 Jun 2016
Making Tree Ensembles Interpretable Satoshi Hara K. Hayashi 55 71 0 17 Jun 2016
"Why Should I Trust You?": Explaining the Predictions of Any Classifier Marco Tulio Ribeiro Sameer Singh Carlos Guestrin FAtt FaML 854 16,891 0 16 Feb 2016
Interpretable classifiers using rules and Bayesian analysis: Building a better stroke prediction model Benjamin Letham Cynthia Rudin Tyler H. McCormick D. Madigan FAtt 60 743 0 05 Nov 2015