Publications

2026


🗹 BaP-Bench: A Bias-Aware Bangla Paraphrase Benchmark for Measuring Instruction-Guided Gender Debiasing and Evaluating Transformer Models
Authors: Most. Sharmin Sultana Samu, and Md. Rakibul Islam
Workshop: 7th Workshop on Gender Bias in Natural Language Processing at AACL-IJCNLP 2026 (GeBNLP)

🗹 A Quantitative Gap Audit of LLM-era NLP for Education: Validity, Deployment, and Multilingual Equity
Authors: Farzana Zahid Manoshi, Md. Rakibul Islam Mayesha Kader, and Israt Jahan Anika
Workshop: 5th Workshop on NLP for Positive Impact at EMNLP 2026 (NLP4PI)

🗹 Marker Signal Void: Linguistic Deception Fingerprinting and Transformer Benchmarking on a Domain-Stratified Bangla Rumour Corpus
Authors: Farzana Zahid Manoshi, Sadman Bin Rashid, Israt Jahan Anika, and Md. Rakibul Islam
Workshop: 10th Widening NLP Workshop at EMNLP 2026 (WiNLP)

🗹 A regression-based multi-task machine and deep learning framework for explainable AI driven birth weight prediction in maternal and neonatal care (Q1)
Authors: Anika Bintee Aftab, Nishat Anjum Lea, and Md. Rakibul Islam
Journal: Discover Artificial Intelligence (Discover Artificial Intelligence)

2025


🗹 Detecting AI-Generated Paraphrases in Bengali: A Comparative Study of Zero-Shot and Fine-Tuned Transformers
Authors: Md. Rakibul Islam, Most. Sharmin Sultana Samu, Md. Zahid Hossain, Farhad Uz Zaman, and Md. Kamrozzaman Bhuiyan
Conference: 28th International Conference on Computer and Information Technology (ICCIT 2025)

🗹 Zero-Shot to Zero-Lies: Detecting Bengali Deepfake Audio through Transfer Learning
Authors: Most. Sharmin Sultana Samu, Md. Rakibul Islam, Md. Zahid Hossain, Md. Kamrozzaman Bhuiyan, and Farhad Uz Zaman
Conference: 28th International Conference on Computer and Information Technology (ICCIT 2025)

🗹 BeHGAN: Bengali Handwritten Word Generation from Plain Text Using Generative Adversarial Networks
Authors: Md. Rakibul Islam, Md. Kamrozzaman Bhuiyan, Safwan Muntasir, Arifur Rahman Jawad, and Most. Sharmin Sultana Samu
Conference: 28th International Conference on Computer and Information Technology (ICCIT 2025)

🗹 FUSE: Unifying Spectral and Semantic Cues for Robust AI-Generated Image Detection
Authors: Md. Zahid Hossain, Most. Sharmin Sultana Samu, Md. Kamrozzaman Bhuiyan, Farhad Uz Zaman, and Md. Rakibul Islam
Conference: 28th International Conference on Computer and Information Technology (ICCIT 2025)

🗹 Privacy-Preserving Chest X-ray Report Generation via Multimodal Federated Learning with ViT and GPT-2 (Q1)
Authors: Md. Zahid Hossain, Mustofa Ahmed, Most. Sharmin Sultana Samu, and Md. Rakibul Islam
Journal: Biomedical Materials & Devices (Biomedical Materials & Devices)

🗹 Vision-Language Models for Automated Chest X-ray Interpretation: Leveraging ViT and GPT-2 (Q2)
Authors: Md. Rakibul Islam, Md. Zahid Hossain, Mustofa Ahmed, and Most. Sharmin Sultana Samu
Journal: Engineering Reports (Engineering Reports)

2023


🗹 Advancing AI-Generated Image Detection: Enhanced Accuracy through CNN and Vision Transformer Models with Explainable AI Insights
Authors: Md. Zahid Hossain, Farhad Uz Zaman, and Md. Rakibul Islam
Conference: 26th International Conference on Computer and Information Technology (ICCIT 2023)

Under Review/Preprint Papers (Recent First)


🗹 From Automation to Collaboration: Human-in-the-Loop Methods for Safe and Trustworthy NLP (Preprint)
Authors: Most. Sharmin Sultana Samu, MD. Tanvir Ahmed Seum, and Md. Rakibul Islam

🗹 Attention Is not Everything: Efficient Alternatives for Vision (Preprint)
Authors: Nur Mohammad Kazi, Ibteshum Khaled, Md. Luthful Hasan Galib, Ali Faruk Shihab, and Md. Rakibul Islam

🗹 AI as Teammate or Tool? A Review of Human-AI Interaction in Decision Support (Preprint)
Authors: Most. Sharmin Sultana Samu, Nafisa Khan, Kazi Toufique Elahi, Tasnuva Binte Rahman, Md. Rakibul Islam, and Farig Sadeque

🗹 A Two-Stage Multitask Vision-Language Framework for Explainable Crop Disease Visual Question Answering (Preprint)
Authors: Md. Zahid Hossain, Most. Sharmin Sultana Samu, Md. Rakibul Islam, and Md. Siam Ansary

🗹 Explainable AI-Driven Detection of Human Monkeypox Using Deep Learning and Vision Transformers: A Comprehensive Analysis (Preprint)
Authors: Md. Zahid Hossain, Md. Rakibul Islam, and Most. Sharmin Sultana Samu