Selected writing
Research on language, learning, vision, and reliable AI.
Selected peer-reviewed work. For the complete and current record, visit Google Scholar.
Book
Industry 5.0
- Deergha Sharma, Manisha Gupta, Raj K. Kovid, Thipendra P. Singh, Pradeep Kumar, Ahatsham Hayat. Industry 5.0: Emerging Paradigms for Business, Technology, and Society. CRC Press, 2025.
Conference papers
Language models for longitudinal data
2026
- Ahatsham Hayat, Mohammad Rashedul Hasan. Cross-Distribution Generalization in Longitudinal Behavioral Data Through Frozen Coherence Constraints. NeurIPS, 2026.
- Ahatsham Hayat, Bilal Khan, Mohammad Rashedul Hasan. Complementing Text Serialization with Visual Encoding of Structured Temporal Data for Cross-Distribution Generalization. Findings of EMNLP, 2026.
- Ahatsham Hayat, Hunter Tridle, Mohammad Rashedul Hasan. From Numbers to Narratives: Efficient Language Model-Based Detection for Safety-Critical Minority Classes. Findings of EACL, 2026.
2025
- Ahatsham Hayat, Bilal Khan, Mohammad Rashedul Hasan. ConText-LE: Cross-Distribution Generalization for Longitudinal Experiential Data via Narrative-Based LLM Representations. Findings of EMNLP, 2025.
- Ahatsham Hayat, Helen Martinez, Bilal Khan, Mohammad Rashedul Hasan. A Three-Tier LLM Framework for Forecasting Student Engagement from Qualitative Longitudinal Data. CoNLL, 2025.
- Ahatsham Hayat, Mohammad Rashedul Hasan. A Context-Aware Approach for Enhancing Data Imputation with Pre-trained Language Models. COLING, 2025.
2024
- Ahatsham Hayat, Bilal Khan, Mohammad Rashedul Hasan. Leveraging Language Models for Analyzing Experiential Time-Series Data in Education. ICMLA, 2024.
- Ahatsham Hayat, Bilal Khan, Mohammad Hasan. Enhancing Transfer Learning for Early Forecasting of Academic Performance by Contextualizing Language Models. BEA Workshop at NAACL, 2024.
Applied AI
Vision, agriculture, and health
- Ahatsham Hayat, F. Morgado-Dias, T. Choudhury, T. P. Singh, K. Kotecha. FruitVision: A Deep Learning Based Automatic Fruit Grading System. Open Agriculture, 2024.
- Ahatsham Hayat, F. Morgado-Dias. Deep Learning-Based Automatic Safety Helmet Detection System for Construction Safety. Applied Sciences, 2022.
- Ahatsham Hayat, F. Morgado-Dias, B. P. Bhuyan, R. Tomar. Human Activity Recognition for Elderly People Using Machine and Deep Learning Approaches. Information, 2022.