Publications & datasets.

A Dual Pipeline Machine Learning Framework for Automated Multi Class Sleep Disorder Screening Using Hybrid Resampling and Ensemble Learning

Md Sultanul Islam Ovi, Muhsina Tarannum Munfa, Miftahul Alam Adib, Syed Sabbir Hasan

Social Network Analysis and Mining, Springer, 2026 (accepted with minor revision)

Protecting Student Mental Health with a Context-Aware Machine Learning Framework for Stress Monitoring

Md Sultanul Islam Ovi, Jamal Hossain, Md Raihan Alam Rahi, Fatema Akter

2nd International Conference on Quantum Photonics, Artificial Intelligence & Networking, IEEE, 2026

SkySeaLand Satellite Object Detection Dataset

Md. Zahid Hasan Riad, Md Sultanul Islam Ovi

DOI: 10.17632/d42n3cp86p.3 - publicly available

Benchmarking ChatGPT, Codeium, and GitHub Copilot: A Comparative Study of AI-Driven Programming and Debugging Assistants

Md Sultanul Islam Ovi, Nafisa Anjum, Tasmina Haque Bithe, Md. Mahabubur Rahman, Mst. Shahnaj Akter Smrity

27th International Conference on Computer and Information Technology (ICCIT), IEEE, 2024

PhishGuard: A Multi-Layered Ensemble Model for Optimal Phishing Website Detection

Md Sultanul Islam Ovi, Md. Hasibur Rahman, Mohammad Arif Hossain

6th International Conference on Sustainable Technologies for Industry 5.0 (STI), IEEE, 2024

Efficient Multilabel Bangla Cyberbullying Detection: A Deployment-Aware Study of Knowledge Distillation and Structured Pruning

Saif Siddique, Md Sultanul Islam Ovi, Mahbuba Habib, Miraj Uddin Chowdhury, Ann Naser Nabil, Shamazda Islam

Submitted to Journal (Under Review)

When Smaller Teachers Win: A Distillation-Quantization Pipeline for Efficient Hate Speech Detection in a Low-Resource Language, Bangla

Ann Naser Nabil, Saif Siddique, Rakib Ullah, Md. Abdur Rakib Mollah, Shamazda Islam, Md Sultanul Islam Ovi

Submitted to Journal (Under Review)

SkySeaLand: A Wide-Format Satellite Transportation Benchmark with an Ultra-Lightweight Detection Baseline

Md. Zahid Hasan Riad, Md Sultanul Islam Ovi

Submitted to Conference (Under Review)

How Reliable and Explainable Are Machine Learning Models for Dementia Detection? A Leakage-Aware Evaluation

Md. Hasibur Rahman, Md Jamil Hasan, Md. Sajjad Hossain, Md Sultanul Islam Ovi

Submitted to Journal (Under Review)

Minimal Symptom Assessment of Depression Severity in University Students

Jamal Hossain, Md Raihan Alam Rahi, Md Sultanul Islam Ovi

Submitted to Journal (Under Review)

Explainable Machine Learning for Chronic Kidney Disease Classification from Routine Urinalysis and Diabetes Records

Muhsina Tarannum Munfa, G.M.M Miftahul Alam Adib, Md Sultanul Islam Ovi

Submitted to Journal (Under Review)

SynBanglaSuicide: Benchmarking Transformer Based Detection of Suicidal Intention in Synthetic Bangla Social Media Text

Md Sultanul Islam Ovi, Ann Naser Nabil, Md. Abdur Rakib Mollah, Muhsina Tarannum Munfa, Mahbuba Habib, Fariha Ahmed, Miftahul Alam Adib

(in the implementation phase)

Contrastive Representation Learning in the Foundation Model Era: A Survey of the Design Space and Open Challenges

Active Project - collaborators welcome
(in the planning phase)

SynBanglaSuicide: A Synthetic Bangla Text Dataset for Suicidal Intention Detection

Md Sultanul Islam Ovi, Ann Naser Nabil, Md. Abdur Rakib Mollah, Muhsina Tarannum Munfa, Mahbuba Habib, Fariha Ahmed, Miftahul Alam Adib

(in the implementation phase)