Does the Whole Exceed its Parts? The Effect of AI Explanations on Complementary Team Performance

26 June 2020

Tongshuang Wu

Papers citing "Does the Whole Exceed its Parts? The Effect of AI Explanations on Complementary Team Performance"

50 / 70 papers shown

Title
Exploring the Impact of Explainable AI and Cognitive Capabilities on Users' Decisions Federico Maria Cau Lucio Davide Spano 31 0 0 02 May 2025
Toward a Human-Centered Evaluation Framework for Trustworthy LLM-Powered GUI Agents C. L. P. Chen Zhiping Zhang Ibrahim Khalilov Bingcan Guo Simret Araya Gebreegziabher Yanfang Ye Ziang Xiao Yaxing Yao Tianshi Li T. Li LLMAG ELM 87 0 0 24 Apr 2025
Interactivity x Explainability: Toward Understanding How Interactivity Can Improve Computer Vision Explanations Indu Panigrahi Sunnie S. Y. Kim Amna Liaqat Rohan Jinturkar Olga Russakovsky Ruth C. Fong Parastoo Abtahi FAtt HAI 57 0 0 14 Apr 2025
"Trust me on this" Explaining Agent Behavior to a Human Terminator Uri Menkes Assaf Hallak Ofra Amir 19 0 0 06 Apr 2025
Perils of Label Indeterminacy: A Case Study on Prediction of Neurological Recovery After Cardiac Arrest Jakob Schoeffer Maria De-Arteaga Jonathan Elmer 92 0 0 05 Apr 2025
No Black Box Anymore: Demystifying Clinical Predictive Modeling with Temporal-Feature Cross Attention Mechanism Yubo Li Xinyu Yao R. Padman FAtt AI4TS 45 0 0 25 Mar 2025
A Unified Framework with Novel Metrics for Evaluating the Effectiveness of XAI Techniques in LLMs Melkamu Mersha Mesay Gemeda Yigezu Hassan Shakil Ali Al shami SangHyun Byun Jugal Kalita 54 0 0 06 Mar 2025
The Impact and Feasibility of Self-Confidence Shaping for AI-Assisted Decision-Making Takehiro Takayanagi Ryuji Hashimoto Chung-Chi Chen Kiyoshi Izumi 52 0 0 21 Feb 2025
AI-Assisted Decision Making with Human Learning Gali Noti Kate Donahue Jon M. Kleinberg Sigal Oren 116 0 0 18 Feb 2025
The Value of Information in Human-AI Decision-making Ziyang Guo Yifan Wu Jason D. Hartline Jessica Hullman FAtt 54 0 0 10 Feb 2025
Evaluating the Effectiveness of XAI Techniques for Encoder-Based Language Models Melkamu Mersha Mesay Gemeda Yigezu Jugal Kalita ELM 47 3 0 26 Jan 2025
Fine-Grained Appropriate Reliance: Human-AI Collaboration with a Multi-Step Transparent Decision Workflow for Complex Task Decomposition Gaole He Patrick Hemmer Michael Vossing Max Schemmer U. Gadiraju 39 0 0 19 Jan 2025
LLMs as Workers in Human-Computational Algorithms? Replicating Crowdsourcing Pipelines with LLMs Tongshuang Wu Haiyi Zhu Maya Albayrak Alexis Axon Amanda Bertsch ... Ying-Jui Tseng Patricia Vaidos Zhijin Wu Wei Yu Wu Chenyang Yang 76 30 0 10 Jan 2025
Cocoa: Co-Planning and Co-Execution with AI Agents K. J. Kevin Feng Kevin Pu Matt Latzke Tal August Pao Siangliulue Jonathan Bragg Daniel S. Weld Amy X. Zhang Joseph Chee Chang LM&Ro LLMAG 87 4 0 14 Dec 2024
Unexploited Information Value in Human-AI Collaboration Ziyang Guo Yifan Wu Jason D. Hartline Jessica Hullman 29 1 0 03 Nov 2024
Contrastive Explanations That Anticipate Human Misconceptions Can Improve Human Decision-Making Skills Zana Buçinca S. Swaroop Amanda E. Paluch Finale Doshi-Velez Krzysztof Z. Gajos 48 2 0 05 Oct 2024
Interactive Example-based Explanations to Improve Health Professionals' Onboarding with AI for Human-AI Collaborative Decision Making Min Hun Lee Renee Bao Xuan Ng Silvana Xin Yi Choo S. Thilarajah 26 0 0 24 Sep 2024
A Practical Review of Mechanistic Interpretability for Transformer-Based Language Models Daking Rai Yilun Zhou Shi Feng Abulhair Saparov Ziyu Yao 75 19 0 02 Jul 2024
Towards Feature Engineering with Human and AI's Knowledge: Understanding Data Science Practitioners' Perceptions in Human&AI-Assisted Feature Engineering Design Qian Zhu Dakuo Wang Shuai Ma April Yi Wang Zixin Chen Udayan Khurana Xiaojuan Ma 44 1 0 23 May 2024
Visual Evaluative AI: A Hypothesis-Driven Tool with Concept-Based Explanations and Weight of Evidence Thao Le Tim Miller Ruihan Zhang L. Sonenberg Ronal Singh 29 0 0 13 May 2024
Designing for Complementarity: A Conceptual Framework to Go Beyond the Current Paradigm of Using XAI in Healthcare Elisa Rubegni Omran Ayoub Stefania Maria Rita Rizzo Marco Barbero G. Bernegger Francesca Faraci Francesca Mangili Emiliano Soldini P. Trimboli Alessandro Facchini 29 1 0 06 Apr 2024
Towards Human-AI Deliberation: Design and Evaluation of LLM-Empowered Deliberative AI for AI-Assisted Decision-Making Shuai Ma Qiaoyi Chen Xinru Wang Chengbo Zheng Zhenhui Peng Ming Yin Xiaojuan Ma ELM 26 20 0 25 Mar 2024
Overconfident and Unconfident AI Hinder Human-AI Collaboration Jingshu Li Yitian Yang Renwen Zhang Yi-Chieh Lee 27 1 0 12 Feb 2024
When Are Two Lists Better than One?: Benefits and Harms in Joint Decision-making Kate Donahue Sreenivas Gollapudi Kostas Kollias 16 3 0 22 Aug 2023
Learning Personalized Decision Support Policies Umang Bhatt Valerie Chen Katherine M. Collins Parameswaran Kamalaruban Emma Kallina Adrian Weller Ameet Talwalkar OffRL 48 10 0 13 Apr 2023
RePrompt: Automatic Prompt Editing to Refine AI-Generative Art Towards Precise Expressions Yunlong Wang Shuyuan Shen Brian Y. Lim 28 88 0 19 Feb 2023
Appropriate Reliance on AI Advice: Conceptualization and the Effect of Explanations Max Schemmer Niklas Kühl Carina Benz Andrea Bartos G. Satzger 14 96 0 04 Feb 2023
Ignore, Trust, or Negotiate: Understanding Clinician Acceptance of AI-Based Treatment Recommendations in Health Care Venkatesh Sivaraman L. Bukowski J. Levin J. Kahn Adam Perer 21 81 0 31 Jan 2023
Understanding the Role of Human Intuition on Reliance in Human-AI Decision-Making with Explanations Valerie Chen Q. V. Liao Jennifer Wortman Vaughan Gagan Bansal 36 103 0 18 Jan 2023
The State of Human-centered NLP Technology for Fact-checking Anubrata Das Houjiang Liu Venelin Kovatchev Matthew Lease HILM 19 61 0 08 Jan 2023
Improving Human-AI Collaboration With Descriptions of AI Behavior Ángel Alexander Cabrera Adam Perer Jason I. Hong 20 34 0 06 Jan 2023
Evaluating Human-Language Model Interaction Mina Lee Megha Srivastava Amelia Hardy John Thickstun Esin Durmus ... Hancheng Cao Tony Lee Rishi Bommasani Michael S. Bernstein Percy Liang LM&MA ALM 46 99 0 19 Dec 2022
Measuring Progress on Scalable Oversight for Large Language Models Sam Bowman Jeeyoon Hyun Ethan Perez Edwin Chen Craig Pettit ... Tristan Hume Yuntao Bai Zac Hatfield-Dodds Benjamin Mann Jared Kaplan ALM ELM 21 121 0 04 Nov 2022
Painting the black box white: experimental findings from applying XAI to an ECG reading setting F. Cabitza M. Cameli Andrea Campagner Chiara Natali Luca Ronzio 16 9 0 27 Oct 2022
On the Influence of Cognitive Styles on Users' Understanding of Explanations Lara Riefle Patrick Hemmer Carina Benz Michael Vossing Jannik Pries 18 5 0 05 Oct 2022
Learning When to Advise Human Decision Makers Gali Noti Yiling Chen 39 15 0 27 Sep 2022
The Value of AI Guidance in Human Examination of Synthetically-Generated Faces Aidan Boyd Patrick J. Tinsley Kevin W. Bowyer A. Czajka CVBM 14 9 0 22 Aug 2022
Advancing Human-AI Complementarity: The Impact of User Expertise and Algorithmic Tuning on Joint Decision Making K. Inkpen Shreya Chappidi Keri Mallari Besmira Nushi Divya Ramesh Pietro Michelucci Vani Mandava Libuvse Hannah Vepvrek Gabrielle Quinn 23 45 0 16 Aug 2022
Visual correspondence-based explanations improve AI robustness and human-AI team accuracy Giang Nguyen Mohammad Reza Taesiri Anh Totti Nguyen 17 42 0 26 Jul 2022
Training Novices: The Role of Human-AI Collaboration and Knowledge Transfer Philipp Spitzer Niklas Kühl Marc Goutier 18 6 0 01 Jul 2022
Mediators: Conversational Agents Explaining NLP Model Behavior Nils Feldhus A. Ravichandran Sebastian Möller 25 16 0 13 Jun 2022
Augmenting Scientific Creativity with an Analogical Search Engine Hyeonsu B Kang Xin-Yao Qian Tom Hope Dafna Shahaf Joel Chan A. Kittur 78 41 0 31 May 2022
"If it didn't happen, why would I change my decision?": How Judges Respond to Counterfactual Explanations for the Public Safety Assessment Yaniv Yacoby Ben Green Christopher L. Griffin Finale Doshi Velez 11 16 0 11 May 2022
A Meta-Analysis of the Utility of Explainable Artificial Intelligence in Human-AI Decision-Making Max Schemmer Patrick Hemmer Maximilian Nitsche Niklas Kühl Michael Vossing 17 55 0 10 May 2022
The Road to Explainability is Paved with Bias: Measuring the Fairness of Explanations Aparna Balagopalan Haoran Zhang Kimia Hamidieh Thomas Hartvigsen Frank Rudzicz Marzyeh Ghassemi 25 77 0 06 May 2022
ExSum: From Local Explanations to Model Understanding Yilun Zhou Marco Tulio Ribeiro J. Shah FAtt LRM 11 25 0 30 Apr 2022
Doubting AI Predictions: Influence-Driven Second Opinion Recommendation Maria De-Arteaga Alexandra Chouldechova Artur Dubrawski 17 4 0 29 Apr 2022
Designing for Responsible Trust in AI Systems: A Communication Perspective Q. V. Liao S. Sundar 17 99 0 29 Apr 2022
Human-AI Collaboration via Conditional Delegation: A Case Study of Content Moderation Vivian Lai Samuel Carton Rajat Bhatnagar Vera Liao Yunfeng Zhang Chenhao Tan 18 129 0 25 Apr 2022
Factors that influence the adoption of human-AI collaboration in clinical decision-making Patrick Hemmer Max Schemmer Lara Riefle Nico Rosellen Michael Vossing Niklas Kühl 26 11 0 19 Apr 2022