| 2026 | AAAI | Explainable Melanoma Diagnosis with Contrastive Learning and LLM-based Report Generation. | Junwen Zheng, Xinran Xu, Li Rong Wang, Chang Cai, Lucinda Siyun Tan, Dingyuan Wang, Hong Liang Tey, Xiuyi Fan |
| 2026 | AIME | Missing-Aware Evolving Fuzzy Learning for MASLD Risk Prediction from Irregular Time Series. | Zhuoxuan Zhan, Hong Sheng Cheng, Ian Yang Liew, Hwee Pin Phua, Angela Li Ping Chow, Eng Sing Lee, Kuo Chao Yew, Xiuyi Fan |
| 2025 | AAAI | Developing a Postgraduate Program for AI in Medicine with Kern's Six-Step Curriculum Development Approach in Singapore. | Chang Cai, Michelle Jong, Yih Yng Ng, Jo-Anne Elizabeth Manski-Nankervis, Kum Ying Tham, Preman Rajalingam, Boon Keong Ang, Jennifer Anne Cleland, Joseph Sung, Xiuyi Fan |
| 2025 | AIED | AI-Powered Classification of Medical Students' Professionalism Profiles. | Chang Cai, Minyang Chow, Ruth Choe, Xiuyi Fan |
| 2025 | AIED | Advancing AI Literacy in Medical Education: A Medical AI Competency Framework Development. | Chang Cai, Jamie Andrew Duell, Daisy Minghui Chen, Weng Kin Ho, Bernett Teck Kwong Lee, Fang Li, Siyuan Liu, Olivia Ng, Vidya Sudarshan, Shang-Ming Zhou, Gaoxia Zhu, Xiuyi Fan |
| 2025 | AIED | "My Grade is Wrong!": A Contestable AI Framework for Interactive Feedback in Evaluating Student Essays. | Shengxin Hong, Chang Cai, Sixuan Du, Haiyue Feng, Siyuan Liu, Xiuyi Fan |
| 2025 | CHI | The Effect of Explainable AI and Uncertainty Quantification on Medical Students' Perspectives of Decision-Making AI: A Cancer Screening Case Study. | Sing Yee Toh, Chang Cai, Li Rong Wang, Xiaoyin Bai, Joanne Ngeow, Xiuyi Fan |
| 2025 | HCI | Interactive Sensemaking with SurveySense: Enhancing Survey Insights Through Human-AI Collaboration on an LLM-Based Platform. | Jia Hui Bong, Chang Cai, Sing Yee Toh, Siyuan Liu, Xiuyi Fan |
| 2025 | ICDM | Towards Trustworthy Vital Sign Forecasting: Leveraging Uncertainty for Prediction Intervals. | Li Rong Wang, Thomas C. Henderson, Yew Soon Ong, Yih Yng Ng, Xiuyi Fan |
| 2025 | IJCNN | Position Paper: Integrating Explainability and Uncertainty Estimation in Medical AI. | Xiuyi Fan |
| 2025 | IJCNN | Causal SHAP: Feature Attribution with Dependency Awareness through Causal Discovery. | Woon Yee Ng, Li Rong Wang, Siyuan Liu, Xiuyi Fan |
| 2024 | AIME | On Identifying Effective Investigations with Feature Finding Using Explainable AI: An Ophthalmology Case Study. | Rathika Suresh Kumar, Kelvin Zhenghao Li, Si Yin Charlene Chia, Li Rong Wang, Vivien Cherng Hui Yip, Wei Kiong Ngo, Yih Yng Ng, Xiuyi Fan |
| 2024 | ICDM | QUCE: The Minimisation and Quantification of Path-Based Uncertainty for Generative Counterfactual Explanations. | Jamie Andrew Duell, Monika Seisenberger, Hsuan Fu, Xiuyi Fan |
| 2024 | IJCNN | Dynamic Modeling of Patient Vital Signs: Leveraging Markov Chain Principles with Neural Networks for Irregular Time-Series Prediction. | Xin Yun Choy, Li Rong Wang, Thomas C. Henderson, Kelvin Li, Yih Yng Ng, Xiuyi Fan |
| 2023 | AIED | A Software Platform for Evaluating Student Essays in Interdisciplinary Learning with Topic Classification Techniques. | Bryan Lim Cheng Yee, Chenyu Hou, Gaoxia Zhu, Fun Siong Lim, Shengfei Lyu, Xiuyi Fan |
| 2023 | AIME | Batch Integrated Gradients: Explanations for Temporal Electronic Health Records. | Jamie Andrew Duell, Xiuyi Fan, Hsuan Fu, Monika Seisenberger |
| 2023 | ICAART | Chop-SAT: A New Approach to Solving SAT and Probabilistic SAT for Agent Knowledge Bases. | Thomas C. Henderson, David Sacharny, Amar Mitiche, Xiuyi Fan, Amelia C. Lessen, Ishaan Rajan, Tessa Nishida |
| 2023 | ICTAI | A Formal Introduction to Batch-Integrated Gradients for Temporal Explanations. | Jamie Andrew Duell, Monika Seisenberger, Tianlong Zhong, Hsuan Fu, Xiuyi Fan |
| 2022 | COMMA | Rule-PSAT: Relaxing Rule Constraints in Probabilistic Assumption-Based Argumentation. | Xiuyi Fan |
| 2022 | INISTA | On Understanding the Influence of Controllable Factors with a Feature Attribution Algorithm: a Medical Case Study. | Veera Raghava Reddy Kovvuri, Siyuan Liu, Monika Seisenberger, Xiuyi Fan, Berndt Mller, Hsuan Fu |
| 2022 | ISMIS | Towards Polynomial Adaptive Local Explanations for Healthcare Classifiers. | Jamie Andrew Duell, Xiuyi Fan, Monika Seisenberger |
| 2022 | ISoLA | Safe and Secure Future AI-Driven Railway Technologies: Challenges for Formal Methods in Railway. | Monika Seisenberger, Maurice H. ter Beek, Xiuyi Fan, Alessio Ferrari, Anne E. Haxthausen, Phillip James, Andrew Lawrence, Bas Luttik, Jaco van de Pol, Simon Wimmer |
| 2021 | ICTAI | ExMed: An AI Tool for Experimenting Explainable AI Techniques on Medical Data Analytics. | Marcin Kapcia, Hassan Eshkiki, Jamie Andrew Duell, Xiuyi Fan, Shang-Ming Zhou, Benjamin Mora |
| 2021 | PRICAI | An Initial Study of Machine Learning Underspecification Using Feature Attribution Explainable AI Algorithms: A COVID-19 Virus Transmission Case Study. | James Hinns, Xiuyi Fan, Siyuan Liu, Veera Raghava Reddy Kovvuri, Mehmet Orcun Yalcin, Markus Roggenbach |
| 2018 | IAS | Probabilistic Logic for Intelligent Systems. | Thomas C. Henderson, Robert Simmons, Bernard Serbinowski, Xiuyi Fan, Amar Mitiche, Michael Cline |
| 2018 | PRIMA | On Generating Explainable Plans with Assumption-Based Argumentation. | Xiuyi Fan |
| 2018 | PRIMA | A Temporal Planning Example with Assumption-Based Argumentation. | Xiuyi Fan |
| 2016 | ECAI | Explained Activity Recognition with Computational Assumption-Based Argumentation. | Xiuyi Fan, Siyuan Liu, Huiguo Zhang, Cyril Leung, Chunyan Miao |
| 2016 | ECAI | Identifying and Rewarding Subcrowds in Crowdsourcing. | Siyuan Liu, Xiuyi Fan, Chunyan Miao |
| 2015 | AAAI | On Computing Explanations in Argumentation. | Xiuyi Fan, Francesca Toni |
| 2015 | PRIMA | Mechanism Design for Argumentation-Based Information-Seeking and Inquiry. | Xiuyi Fan, Francesca Toni |
| 2014 | ECAI | On Computing Explanations in Abstract Argumentation. | Xiuyi Fan, Francesca Toni |
| 2012 | COMMA | Argumentation Dialogues for Two-Agent Conflict Resolution. | Xiuyi Fan, Francesca Toni |
| 2012 | COMMA | Mechanism Design for Argumentation-based Persuasion. | Xiuyi Fan, Francesca Toni |
| 2012 | ECAI | Agent Strategies for ABA-based Information-seeking and Inquiry Dialogues. | Xiuyi Fan, Francesca Toni |
| 2011 | IJCAI | Assumption-Based Argumentation Dialogues. | Xiuyi Fan, Francesca Toni |
| 2010 | COMMA | Two-Agent Conflict Resolution with Assumption-Based Argumentation. | Xiuyi Fan, Francesca Toni, Adil Hussain |
| 2010 | ICRA | Integrated planning and control of large tracked vehicles in open terrain. | Xiuyi Fan, Surya P. N. Singh, Florian Oppolzer, Eric Nettleton, Ross Hennessy, Alexander Lowe, Hugh F. Durrant-Whyte |