Yin, Ming

Understanding the Effect of Accuracy on Trust in Machine Learning Models

Yin, M., Wortman Vaughan, J., & Wallach, H. (2019) · Proceedings of the 2019 CHI Conference on Human Factors in Computing Systems

Explainable Artificial Intelligence (XAI)Human-Automation Interaction and Safety

Cited by 527

Are Explanations Helpful? A Comparative Study of the Effects of Explanations in AI-Assisted Decision-Making

Wang, X., & Yin, M. (2021) · 26th International Conference on Intelligent User Interfaces

Explainable Artificial Intelligence (XAI)Ethics and Social Impacts of AI

Cited by 320

Who Should I Trust: AI or Myself? Leveraging Human and AI Correctness Likelihood to Promote Appropriate Trust in AI-Assisted Decision-Making

Ma, S., Lei, Y., Wang, X., Zheng, C., Shi, C., Yin, M., & Ma, X. (2023) · Proceedings of the 2023 CHI Conference on Human Factors in Computing Systems

Human-Automation Interaction and SafetyExplainable Artificial Intelligence (XAI)

Cited by 143

Synthetic Data Generation with Large Language Models for Text Classification: Potential and Limitations

Li, Z., Zhu, H., Lu, Z., & Yin, M. (2023) · Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing

Topic ModelingComputational and Text Analysis Methods

Cited by 139

Human Reliance on Machine Learning Models When Performance Feedback is Limited: Heuristics and Risks

Lu, Z., & Yin, M. (2021) · Proceedings of the 2021 CHI Conference on Human Factors in Computing Systems

Human-Automation Interaction and SafetyExplainable Artificial Intelligence (XAI)

Cited by 131

When Confidence Meets Accuracy: Exploring the Effects of Multiple Performance Indicators on Trust in Machine Learning Models

Rechkemmer, A., & Yin, M. (2022) · CHI Conference on Human Factors in Computing Systems

Explainable Artificial Intelligence (XAI)Human-Automation Interaction and Safety

Cited by 97

The Value, Benefits, and Concerns of Generative AI-Powered Assistance in Writing

Li, Z., Liang, C., Peng, J., & Yin, M. (2024) · Proceedings of the CHI Conference on Human Factors in Computing Systems

Ethics and Social Impacts of AIArtificial Intelligence in Education

Cited by 81

"Are You Really Sure?" Understanding the Effects of Human Self-Confidence Calibration in AI-Assisted Decision Making

Ma, S., Wang, X., Lei, Y., Shi, C., Yin, M., & Ma, X. (2024) · arXiv

Human-Automation Interaction and SafetyUsability and User Interface Design

Cited by 56

You’d Better Stop! Understanding Human Reliance on Machine Learning Models under Covariate Shift

Chiang, C.-W., & Yin, M. (2021) · 13th ACM Web Science Conference 2021

Explainable Artificial Intelligence (XAI)Human-Automation Interaction and Safety

Cited by 53

Towards Human-AI Deliberation: Design and Evaluation of LLM-Empowered Deliberative AI for AI-Assisted Decision-Making

Ma, S., Chen, Q., Wang, X., Zheng, C., Peng, Z., Yin, M., & Ma, X. (2025) · Proceedings of the 2025 CHI Conference on Human Factors in Computing Systems

Explainable Artificial Intelligence (XAI)Ethics and Social Impacts of AI

Cited by 48

Exploring the Effects of Machine Learning Literacy Interventions on Laypeople’s Reliance on Machine Learning Models

Chiang, C.-W., & Yin, M. (2022) · 27th International Conference on Intelligent User Interfaces

Explainable Artificial Intelligence (XAI)Human-Automation Interaction and Safety

Cited by 42

Understanding Decision Subjects' Fairness Perceptions and Retention in Repeated Interactions with AI-Based Decision Systems

Gemalmaz, M. A., & Yin, M. (2022) · Proceedings of the 2022 AAAI/ACM Conference on AI, Ethics, and Society

Ethics and Social Impacts of AIExplainable Artificial Intelligence (XAI)

Cited by 10