The What-If Tool: Interactive Probing of Machine Learning Models

9 July 2019

Papers citing "The What-If Tool: Interactive Probing of Machine Learning Models"

50 / 230 papers shown

Title
GAM Coach: Towards Interactive and User-centered Algorithmic Recourse Zijie J. Wang J. W. Vaughan R. Caruana Duen Horng Chau HAI 10 21 0 27 Feb 2023
fAIlureNotes: Supporting Designers in Understanding the Limits of AI Models for Computer Vision Tasks Steven Moore Q. V. Liao Hariharan Subramonyam 11 27 0 22 Feb 2023
Deliberating with AI: Improving Decision-Making for the Future through Participatory AI Design and Stakeholder Deliberation Angie Zhang Olympia Walker Kaci Nguyen Jiajun Dai Anqing Chen Min Kyung Lee 17 44 0 22 Feb 2023
BiasTestGPT: Using ChatGPT for Social Bias Testing of Language Models Rafal Kocielnik Shrimai Prabhumoye Vivian Zhang Roy Jiang R. Alvarez Anima Anandkumar 30 6 0 14 Feb 2023
Zeno: An Interactive Framework for Behavioral Evaluation of Machine Learning Ángel Alexander Cabrera Erica Fu Donald Bertucci Kenneth Holstein Ameet Talwalkar Jason I. Hong Adam Perer 23 48 0 09 Feb 2023
Designing Data: Proactive Data Collection and Iteration for Machine Learning Aspen K. Hopkins Fred Hohman Luca Zappella Xavier Suau Cuadros Dominik Moritz 17 6 0 24 Jan 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 24 160 0 22 Dec 2022
Counterfactual Explanations for Misclassified Images: How Human and Machine Explanations Differ Eoin Delaney A. Pakrashi Derek Greene Markt. Keane 21 15 0 16 Dec 2022
Going Beyond XAI: A Systematic Survey for Explanation-Guided Learning Yuyang Gao Siyi Gu Junji Jiang S. Hong Dazhou Yu Liang Zhao 24 39 0 07 Dec 2022
Interactive Visual Feature Search Devon Ulrich Ruth C. Fong FAtt 16 0 0 28 Nov 2022
ConceptX: A Framework for Latent Concept Analysis Firoj Alam Fahim Dalvi Nadir Durrani Hassan Sajjad A. Khan Jia Xu 20 5 0 12 Nov 2022
Debiasing Methods for Fairer Neural Models in Vision and Language Research: A Survey Otávio Parraga Martin D. Móre C. M. Oliveira Nathan Gavenski L. S. Kupssinskü Adilson Medronha L. V. Moura Gabriel S. Simões Rodrigo C. Barros 37 11 0 10 Nov 2022
Rankers, Rankees, & Rankings: Peeking into the Pandora's Box from a Socio-Technical Perspective Jun Yuan Julia Stoyanovich Aritra Dasgupta 11 3 0 05 Nov 2022
Explainable AI over the Internet of Things (IoT): Overview, State-of-the-Art and Future Directions Senthil Kumar Jagatheesaperumal Viet Quoc Pham Rukhsana Ruby Zhaohui Yang Chunmei Xu Zhaoyang Zhang 24 50 0 02 Nov 2022
Backtracking Counterfactuals Julius von Kügelgen Abdirisak Mohamed Sander Beckers LRM 32 16 0 01 Nov 2022
The privacy issue of counterfactual explanations: explanation linkage attacks S. Goethals Kenneth Sörensen David Martens 19 28 0 21 Oct 2022
BiaScope: Visual Unfairness Diagnosis for Graph Embeddings Agapi Rissaki Bruno Scarone David Liu Aditeya Pandey Brennan Klein Tina Eliassi-Rad M. Borkin FaML 11 6 0 12 Oct 2022
Towards Faithful Model Explanation in NLP: A Survey Qing Lyu Marianna Apidianaki Chris Callison-Burch XAI 104 107 0 22 Sep 2022
A Comprehensive Survey on Trustworthy Recommender Systems Wenqi Fan Xiangyu Zhao Xiao Chen Jingran Su Jingtong Gao ... Qidong Liu Yiqi Wang Hanfeng Xu Lei Chen Qing Li FaML 35 46 0 21 Sep 2022
Explainable AI for clinical and remote health applications: a survey on tabular and time series data Flavio Di Martino Franca Delmastro AI4TS 21 91 0 14 Sep 2022
HetVis: A Visual Analysis Approach for Identifying Data Heterogeneity in Horizontal Federated Learning Xumeng Wang Wei-Neng Chen Jiazhi Xia Zhen Wen Rongchen Zhu Tobias Schreck FedML 26 20 0 16 Aug 2022
TSInterpret: A unified framework for time series interpretability Jacqueline Höllig Cedric Kulbach Steffen Thoma AI4TS AI4CE 24 2 0 10 Aug 2022
A Visual Analytics System for Improving Attention-based Traffic Forecasting Models Seungmin Jin Hyunwoo Lee Cheonbok Park Hyeshin Chu Yunwon Tae Jaegul Choo Sungahn Ko 12 14 0 08 Aug 2022
A methodology to characterize bias and harmful stereotypes in natural language processing in Latin America Laura Alonso Alemany Luciana Benotti Hernán Maina Lucía González Mariela Rajngewerc ... Guido Ivetta Alexia Halvorsen Amanda Rojo M. Bordone Beatriz Busaniche 24 3 0 14 Jul 2022
Revealing Unfair Models by Mining Interpretable Evidence Mohit Bajaj Lingyang Chu Vittorio Romaniello Gursimran Singh Jian Pei Zirui Zhou Lanjun Wang Yong Zhang FaML 20 0 0 12 Jul 2022
TalkToModel: Explaining Machine Learning Models with Interactive Natural Language Conversations Dylan Slack Satyapriya Krishna Himabindu Lakkaraju Sameer Singh 22 73 0 08 Jul 2022
Visual Auditor: Interactive Visualization for Detection and Summarization of Model Biases David Munechika Zijie J. Wang Jack Reidy Josh Rubin Krishna Gade K. Kenthapadi Duen Horng Chau MLAU 21 18 0 25 Jun 2022
The Right Tool for the Job: Open-Source Auditing Tools in Machine Learning Cherie Poland SyDa 19 5 0 20 Jun 2022
A Machine Learning Model for Predicting, Diagnosing, and Mitigating Health Disparities in Hospital Readmission Shaina Raza 16 14 0 13 Jun 2022
Towards Responsible AI: A Design Space Exploration of Human-Centered Artificial Intelligence User Interfaces to Investigate Fairness Yuri Nakao Lorenzo Strappelli Simone Stumpf A. Naseer D. Regoli Giulia Del Gamba 4 29 0 01 Jun 2022
Finding Patterns in Visualized Data by Adding Redundant Visual Information Salomon Eisler Joachim Meyer 9 0 0 27 May 2022
PIXAL: Anomaly Reasoning with Visual Analytics Brian Montambault C. Brumar M. Behrisch Remco Chang 11 2 0 23 May 2022
DendroMap: Visual Exploration of Large-Scale Image Datasets for Machine Learning with Treemaps Donald Bertucci M. Hamid Yashwanthi Anand Anita Ruangrotsakun Delyar Tabatabai Melissa Perez Minsuk Kahng 38 29 0 14 May 2022
Exploring How Machine Learning Practitioners (Try To) Use Fairness Toolkits Wesley Hanwen Deng Manish Nagireddy M. S. Lee Jatinder Singh Zhiwei Steven Wu Kenneth Holstein Haiyi Zhu 36 88 0 13 May 2022
Towards a multi-stakeholder value-based assessment framework for algorithmic systems Mireia Yurrita Dave Murray-Rust Agathe Balayn A. Bozzon MLAU 21 29 0 09 May 2022
NOVA: A Practical Method for Creating Notebook-Ready Visual Analytics Zijie J. Wang David Munechika Seongmin Lee Duen Horng Chau GNN 33 10 0 08 May 2022
Towards Involving End-users in Interactive Human-in-the-loop AI Fairness Yuri Nakao Simone Stumpf Subeida Ahmed A. Naseer Lorenzo Strappelli 13 34 0 22 Apr 2022
A Sandbox Tool to Bias(Stress)-Test Fairness Algorithms Nil-Jana Akpinar Manish Nagireddy Logan Stapleton H. Cheng Haiyi Zhu Steven Wu Hoda Heidari 22 13 0 21 Apr 2022
Trinary Tools for Continuously Valued Binary Classifiers Michael Gleicher Xinyi Yu Yuheng Chen 12 1 0 18 Apr 2022
Visualizing Deep Neural Networks with Topographic Activation Maps A. Krug Raihan Kabir Ratul Christopher Olson Sebastian Stober FAtt AI4CE 15 3 0 07 Apr 2022
Improving Human-AI Partnerships in Child Welfare: Understanding Worker Practices, Challenges, and Desires for Algorithmic Decision Support Anna Kawakami Venkatesh Sivaraman H. Cheng Logan Stapleton Yanghuidi Cheng Diana Qing Adam Perer Zhiwei Steven Wu Haiyi Zhu Kenneth Holstein 26 106 0 05 Apr 2022
VL-InterpreT: An Interactive Visualization Tool for Interpreting Vision-Language Transformers Estelle Aflalo Meng Du Shao-Yen Tseng Yongfei Liu Chenfei Wu Nan Duan Vasudev Lal 23 45 0 30 Mar 2022
Diverse Counterfactual Explanations for Anomaly Detection in Time Series Deborah Sulem Michele Donini Muhammad Bilal Zafar François-Xavier Aubet Jan Gasthaus Tim Januschowski Sanjiv Ranjan Das K. Kenthapadi Cédric Archambeau AAML 17 10 0 21 Mar 2022
StickyLand: Breaking the Linear Presentation of Computational Notebooks Zijie J. Wang Katie Dai W. K. Edwards 15 28 0 22 Feb 2022
Symphony: Composing Interactive Interfaces for Machine Learning Alex Bäuerle Ángel Alexander Cabrera Fred Hohman Megan Maher Welsh David Koski Xavier Suau Titus Barik Dominik Moritz 11 55 0 18 Feb 2022
Bias and unfairness in machine learning models: a systematic literature review T. P. Pagano R. B. Loureiro F. V. N. Lisboa G. O. R. Cruz R. M. Peixoto ... Maira M. Araujo Marco A. S. Cruz Ewerton L. S. Oliveira Ingrid Winkler E. G. S. Nascimento FaML 20 21 0 16 Feb 2022
IF-City: Intelligible Fair City Planning to Measure, Explain and Mitigate Inequality Yan Lyu Hangxin Lu Min Kyung Lee G. Schmitt Brian Y. Lim 23 9 0 15 Feb 2022
Learning-From-Disagreement: A Model Comparison and Visual Analytics Framework Junpeng Wang Liang Wang Yan Zheng Chin-Chia Michael Yeh Shubham Jain Wei Zhang FAtt 14 12 0 19 Jan 2022
Black-box Error Diagnosis in Deep Neural Networks for Computer Vision: a Survey of Tools Piero Fraternali Federico Milani Rocio Nahime Torres Niccolò Zangrando AAML 25 9 0 17 Jan 2022
Visual Identification of Problematic Bias in Large Label Spaces Alex Bauerle Aybuke Turker Ken Burke Osman Aka Timo Ropinski Christina Greer Mani Varadarajan 12 1 0 17 Jan 2022