Tianyu Bell Pan

Research

In Press/Published

  1. Jia, S., Pan, T., Shan, G. (2025, August). Insiders Take Longer, Retail Hits Harder: Organizational Predictors of Data Breach Outcomes. In Proceedings of 59th Annual Hawaii International Conference on System Science (HICSS). [Link]
  2. Yang, Q., Pan, T., Cole, A.J., Wilson, R., Woodard, D. (2025). Accuracy, Feature Interpretability, and Usability of LLMs in Phishing Email Detection. Available at SSRN. [Link]
  3. Pan, T., Zhu, M., Cole, A.J., Wilson, R., Woodard, D. (2025). Lyapunov-Stable Adaptive Control for Multimodal Concept Drift. 39th Conference on Neural Information Processing Systems (NeurIPS 2025). [Link][Link]
  4. Pan, T., Yang, Q., Cole, A.J., Wilson, R., Woodard, D. (2025). Psychology of Phishing Emails: Quantifying Persuasion Principles and Simulating Detection with Large Language Models. Available at SSRN. [Link]
  5. Pan, T., Woodard, D. (2025, August). Efficient Generalization via Multimodal Co-Training under Data Scarcity and Distribution Shift. The 42nd ICML Conference Affinity Workshop New In ML. [Link][Link]
  6. Swarup, A., Bhandarkar, A., Wilson, R., Pan, T., & Woodard, D. (2025, August). From Syntax to Semantics: Evaluating the Impact of Linguistic Structures on LLM-Based Information Extraction. In Proceedings of the 1st Joint Workshop on Large Language Models and Structure Modeling (XLLM 2025) (pp. 36-48). [Link]
  7. Swarup, A., Pan, T., Wilson, R., Bhandarkar, A., & Woodard, D. (2025, January). LLM4RE: A Data-centric Feasibility Study for Relation Extraction. In Proceedings of the 31st International Conference on Computational Linguistics (pp. 6670-6691). [Link]
  8. Pan, T., & Zhou, W. (2024). The role of political ideology in shaping sustainable tourism: insights from a mixed-method approach. Current Issues in Tourism, 1-28. [Link]
  9. Pan, T., Zhou, W. (2024). Navigating Pro-environmental Behavior among Tourists: The Role of Value-Belief-Norm Theory, Personality Traits, and Commitment. Journal of Hospitality and Tourism Management. [Link]
  10. Pan, T., Chi, H. O., & Fu, R. J. (2024). Developing and validating a framework to explain cruise travel intention in the United States: a crisis management perspective. International Hospitality Review. [Link]
  11. Pan, T., & Fu, R. J. (2024). Navigating the AI horizon in hospitality: a novel classification and future research agenda. International Hospitality Review. [Link]
  12. Pan, T., Fu, R. J., & Petrick, J. F. (2024). Cruise market investigation and price optimization: what do consumers want?. International Hospitality Review. [Link]
  13. Pan, T., & Fu, R. J. (2024). Mental readiness and travel choices in crisis recovery. Current Issues in Tourism, 1-20. [Link]
  14. Pan, T., & Fu, R. J. (2023). From Struggle to Survival: A Market Overview for the Cruise Industry. In Advances in Hospitality and Leisure (pp. 143-153). Emerald Publishing Limited. [Link]
  15. Kitterlin-Lynch, M., Williams, J. A., Moreo, A., Cain, L. N., & Pan, T. (2023). Perceptions of best practices for higher education administrators in times of crisis. Journal of Teaching in Travel & Tourism, 23(3), 354-366. [Link]
  16. Moreo, A., Pan, T., Cain, L., Kitterlin-Lynch, M., & Williams, J. (2022). An exploratory study of women in foodservice: Persevering in a# MeToo world. Journal of Human Resources in Hospitality & Tourism, 21(4), 619-648. [Link]
  17. Pan, T., Shu, F., Kitterlin-Lynch, M., & Beckman, E. (2021). Perceptions of cruise travel during the COVID-19 pandemic: Market recovery strategies for cruise businesses in North America. Tourism Management, 85, 104275. [Link]
  18. Beckman, E., Pan, T., Kitterlin, M., & Cain, L. (2021). Identifying motivating factors among college students that influence repeat participation among special event volunteers: the moderating role of class standing. International Journal of Event and Festival Management, 12(2), 148-167. [Link]
  19. Beckman, E., Shu, F., & Pan, T. (2020). The application of enduring involvement theory in the development of a success model for a craft beer and food festival. International Journal of Event and Festival Management, 11(4), 397-411. [Link]
  20. Pan, T. (2019). Perception of Travel Motivation and Intention for Chinese Cruise Travelers: Toward an Integrated Model. FIU Electronic Theses and Dissertations. 4307. https://digitalcommons.fiu.edu/etd/4307 [Link]

Disclosed Patents

  1. Lyapunov-Stable Control for Multimodal Learning System Adaptation to Concept Drift. (Status: Provisional).
  2. MACO: Multimodal Agreement-Aware Co-Training with Dual-Threshold Pseudo-Labeling, Geometric Convergence, and Generalization Guarantees. (Status: Provisional).
  3. Multimodal Retrieval-Augmented Generation System for Creative Production (MuseRAG): Cross-Modal Indexing, Generative Retrieval/Re-Ranking, and Attributed Output. (Status: Provisional).

Selected Working Papers

  1. Pan, T., Wormald, S., Woodard, D. (2025). From Kakeya to Kernels: A Multi-Scale Geometric Framework for Robust Representation Learning.
  2. Wormald, S., Pan, T., Forte, D., Woodard, D. (2025). Exploring weightless neural networks: From logic gates to convolutional lookup tables.
  3. Pan, T., Forte, D., Woodard, D. (2025). PHBF: A Persistent Hierarchical Bloom Filter for Semantic Search in High-Dimensional Streaming Data.
  4. Pan, T., Bhandarkar, A., Cole, A.J., Wilson, R., Zhu, M., Woodard, D. (2025). ViLID: A Rationale-Enhanced Vision-Language Inconsistency Detector for Multimodal Misinformation.
  5. Pan, T., Dizon-Paradis, O., Woodard, D. (2025). MACO-Verify: Multimodal Agreement Co-Training for Cross-Modal Identity Verification.
  6. Pan, T., Dizon-Paradis, O., Wilson, R., Woodard, D. (2025). A Survey of Multimodal AI in Medicine and Healthcare: Architectures, Training, and Frontiers.
  7. Pan, T., Forte, D., Woodard, D. (2025). MuseRAG: A Multimodal RAG System for Creative Workflow Empowerment.

Please see more of my publications in the CV.