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explAIner: A Visual Analytics Framework for Interactive and Explainable Machine Learning

29 July 2019

Thilo Spinner

U. Schlegel

H. Schäfer

Mennatallah El-Assady

HAI

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Papers citing "explAIner: A Visual Analytics Framework for Interactive and Explainable Machine Learning"

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Title
The Human-Data-Model Interaction Canvas for Visual Analytics Jürgen Bernard 147 0 0 12 May 2025
Which LIME should I trust? Concepts, Challenges, and Solutions Katharina Prasse Sascha Marton Udo Schlegel Christian Bartelt FAtt 128 2 0 31 Mar 2025
A Deep User Interface for Exploring LLaMa Divya Perumal Swaroop Panda 80 0 0 28 Feb 2025
Is Conversational XAI All You Need? Human-AI Decision Making With a Conversational XAI Assistant Gaole He Nilay Aishwarya U. Gadiraju 92 10 0 29 Jan 2025
AI-Spectra: A Visual Dashboard for Model Multiplicity to Enhance Informed and Transparent Decision-Making Gilles Eerlings Sebe Vanbrabant Jori Liesenborgs Gustavo Rovelo Ruiz Davy Vanacken Kris Luyten 78 2 0 14 Nov 2024
Explainable cognitive decline detection in free dialogues with a Machine Learning approach based on pre-trained Large Language Models Francisco de Arriba-Pérez Silvia García-Méndez Javier Otero-Mosquera Francisco J. González Castaño 65 5 0 04 Nov 2024
iGAiVA: Integrated Generative AI and Visual Analytics in a Machine Learning Workflow for Text Classification Yuanzhe Jin Adrian Carrasco-Revilla Min Chen VLM 110 1 0 24 Sep 2024
The FIX Benchmark: Extracting Features Interpretable to eXperts Helen Jin Shreya Havaldar Chaehyeon Kim Anton Xue Weiqiu You ... Bhuvnesh Jain Amin Madani M. Sako Lyle Ungar Eric Wong 83 1 0 20 Sep 2024
Interactive dense pixel visualizations for time series and model attribution explanations U. Schlegel Daniel A. Keim FAtt AI4TS XAI 60 0 0 27 Aug 2024
Interactive Counterfactual Generation for Univariate Time Series U. Schlegel Julius Rauscher Daniel A. Keim AI4TS 68 1 0 20 Aug 2024
Shaping History: Advanced Machine Learning Techniques for the Analysis and Dating of Cuneiform Tablets over Three Millennia Danielle Kapon Michael Fire S. Gordin 117 1 0 06 Jun 2024
Representation Debiasing of Generated Data Involving Domain Experts Aditya Bhattacharya Simone Stumpf K. Verbert 86 3 0 17 May 2024
Challenges and Opportunities in Text Generation Explainability Kenza Amara Rita Sevastjanova Mennatallah El-Assady SILM 78 3 0 14 May 2024
JailbreakLens: Visual Analysis of Jailbreak Attacks Against Large Language Models Yingchaojie Feng Zhizhang Chen Zhining Kang Sijia Wang Haoyu Tian Wei Zhang Minfeng Zhu Wei Chen 118 4 0 12 Apr 2024
Explainability in JupyterLab and Beyond: Interactive XAI Systems for Integrated and Collaborative Workflows G. Guo Dustin L. Arendt Alex Endert 78 1 0 02 Apr 2024
Visual Analytics for Fine-grained Text Classification Models and Datasets Munkhtulga Battogtokh Y. Xing Cosmin Davidescu Alfie Abdul-Rahman Michael Luck Rita Borgo 81 0 0 21 Mar 2024
A Review of Cybersecurity Incidents in the Food and Agriculture Sector Ajay Kulkarni Yingjie Wang Munisamy Gopinath Dan Sobien Abdul Rahman Feras A. Batarseh 47 7 0 12 Mar 2024
generAItor: Tree-in-the-Loop Text Generation for Language Model Explainability and Adaptation Thilo Spinner Rebecca Kehlbeck Rita Sevastjanova Tobias Stähle Daniel A. Keim Oliver Deussen Mennatallah El-Assady 74 3 0 12 Mar 2024
Position: Explain to Question not to Justify Przemysław Biecek Wojciech Samek 135 17 0 21 Feb 2024
EXMOS: Explanatory Model Steering Through Multifaceted Explanations and Data Configurations Aditya Bhattacharya Simone Stumpf Lucija Gosak Gregor Stiglic K. Verbert 93 24 0 01 Feb 2024
A Systematic Literature Review on Explainability for Machine/Deep Learning-based Software Engineering Research Sicong Cao Xiaobing Sun Ratnadira Widyasari David Lo Xiaoxue Wu ... Jiale Zhang Bin Li Wei Liu Di Wu Yixin Chen 143 8 0 26 Jan 2024
Towards Directive Explanations: Crafting Explainable AI Systems for Actionable Human-AI Interactions Aditya Bhattacharya 71 9 0 29 Dec 2023
RELIC: Investigating Large Language Model Responses using Self-Consistency Furui Cheng Vilém Zouhar Simran Arora Mrinmaya Sachan Hendrik Strobelt Mennatallah El-Assady HILM 78 22 0 28 Nov 2023
Lessons Learned from EXMOS User Studies: A Technical Report Summarizing Key Takeaways from User Studies Conducted to Evaluate The EXMOS Platform Aditya Bhattacharya Simone Stumpf Lucija Gosak Gregor Stiglic K. Verbert 73 6 0 03 Oct 2023
Predictability and Comprehensibility in Post-Hoc XAI Methods: A User-Centered Analysis Anahid N. Jalali Bernhard Haslhofer Simone Kriglstein Andreas Rauber FAtt 104 5 0 21 Sep 2023
ProtoExplorer: Interpretable Forensic Analysis of Deepfake Videos using Prototype Exploration and Refinement M. D. L. D. Bouter J. Pardo Z. Geradts M. Worring 68 11 0 20 Sep 2023
A Heuristic Approach for Dual Expert/End-User Evaluation of Guidance in Visual Analytics D. Ceneda C. Collins Mennatallah El-Assady Silvia Miksch C. Tominski Alessio Arleo 40 6 0 24 Aug 2023
Towards the Visualization of Aggregated Class Activation Maps to Analyse the Global Contribution of Class Features Igor Cherepanov D. Sessler Alex Ulmer Hendrik Lücke-Tieke Jörn Kohlhammer FAtt 74 0 0 29 Jul 2023
TimeTuner: Diagnosing Time Representations for Time-Series Forecasting with Counterfactual Explanations Jianing Hao Qing Shi Yilin Ye Weizhen Zeng AI4TS 123 5 0 19 Jul 2023
Visual Analytics For Machine Learning: A Data Perspective Survey Junpeng Wang Shixia Liu Wei Zhang HAI 93 20 0 15 Jul 2023
Visual Explanations with Attributions and Counterfactuals on Time Series Classification U. Schlegel Daniela Oelke Daniel A. Keim Mennatallah El-Assady AI4TS FAtt 95 4 0 14 Jul 2023
Designing a Direct Feedback Loop between Humans and Convolutional Neural Networks through Local Explanations Tong Sun Yuyang Gao Shubham Khaladkar Sijia Liu Liang Zhao Younghoon Kim S. Hong AAML FAtt HAI 86 6 0 08 Jul 2023
Which Spurious Correlations Impact Reasoning in NLI Models? A Visual Interactive Diagnosis through Data-Constrained Counterfactuals Robin Shing Moon Chan Afra Amini Mennatallah El-Assady LRM AAML 78 2 0 21 Jun 2023
Improving Explainability of Disentangled Representations using Multipath-Attribution Mappings Lukas Klein João B. S. Carvalho Mennatallah El-Assady Paolo Penna J. M. Buhmann Paul F. Jaeger 48 4 0 15 Jun 2023
Interactive Explanation with Varying Level of Details in an Explainable Scientific Literature Recommender System Mouadh Guesmi Mohamed Amine Chatti Shoeb Joarder Qurat Ul Ain R. Alatrash Clara Siepmann Tannaz Vahidi 65 12 0 09 Jun 2023
Justification vs. Transparency: Why and How Visual Explanations in a Scientific Literature Recommender System Mouadh Guesmi Mohamed Amine Chatti Shoeb Joarder Qurat Ul Ain Clara Siepmann Hoda Ghanbarzadeh R. Alatrash 77 9 0 26 May 2023
Visualization for Recommendation Explainability: A Survey and New Perspectives Mohamed Amine Chatti Mouadh Guesmi Arham Muslim XAI HAI LRM 65 7 0 19 May 2023
Angler: Helping Machine Translation Practitioners Prioritize Model Improvements Samantha Robertson Zijie J. Wang Dominik Moritz Mary Beth Kery Fred Hohman 102 16 0 12 Apr 2023
Tracing and Visualizing Human-ML/AI Collaborative Processes through Artifacts of Data Work Jennifer Rogers Anamaria Crisan 84 7 0 05 Apr 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 73 33 0 07 Mar 2023
Directive Explanations for Monitoring the Risk of Diabetes Onset: Introducing Directive Data-Centric Explanations and Combinations to Support What-If Explorations Aditya Bhattacharya Jeroen Ooge Gregor Stiglic K. Verbert 51 34 0 21 Feb 2023
Explainable Machine Learning: The Importance of a System-Centric Perspective Manish Narwaria 21 0 0 05 Feb 2023
The State of the Art in Enhancing Trust in Machine Learning Models with the Use of Visualizations Angelos Chatzimparmpas R. Martins I. Jusufi K. Kucher Fabrice Rossi A. Kerren FAtt 96 162 0 22 Dec 2022
SpaceEditing: Integrating Human Knowledge into Deep Neural Networks via Interactive Latent Space Editing Jiafu Wei Ding Xia H. Xie Chia-Ming Chang Chuntao Li Xi Yang KELM 58 1 0 08 Dec 2022
Knowledge-Decks: Automatically Generating Presentation Slide Decks of Visual Analytics Knowledge Discovery Applications L. Christino Taylor Hill F. Paulovich 42 0 0 02 Dec 2022
Trust Calibration as a Function of the Evolution of Uncertainty in Knowledge Generation: A Survey J. Boley Maoyuan Sun 49 0 0 09 Sep 2022
"Is It My Turn?" Assessing Teamwork and Taskwork in Collaborative Immersive Analytics Michaela Benk Raphael P. Weibel Stefan Feuerriegel Andrea Ferrario 64 3 0 09 Aug 2022
Beware the Rationalization Trap! When Language Model Explainability Diverges from our Mental Models of Language Rita Sevastjanova Mennatallah El-Assady LRM 89 10 0 14 Jul 2022
From Correlation to Causation: Formalizing Interpretable Machine Learning as a Statistical Process Lukas Klein Mennatallah El-Assady Paul F. Jäger CML 45 1 0 11 Jul 2022
ViNNPruner: Visual Interactive Pruning for Deep Learning U. Schlegel Samuel Schiegg Daniel A. Keim VLM 56 2 0 31 May 2022