Publications & datasets.

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

A Reproducibility Study of Representation Learning Benchmarks

M. Lead, A. Member, P. Associate

Journal of Open Computational Research, 2025

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

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

Submitted to Journal (Under Review)

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

(in the writing phase)

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

(in the writing phase)

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

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

(in the writing phase)

SkySeaLand and SkyDet: Benchmarking Accuracy and Efficiency Tradeoffs in Satellite Object Detection

Md. Zahid Hasan Riad, Md Sultanul Islam Ovi

(in the writing phase)

Explainable AI Based Depression Severity Screening Among University Students Through Minimal Symptom Assessment

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

(in the implementation phase)

An Explainable AI Framework for Early Stage Chronic Kidney Disease Diagnosis in Clinical Decision Support

Muhsina Tarannum Munfa, Miftahul Alam Adib, Md Sultanul Islam Ovi

(in the implementation phase)

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

Md Sultanul Islam Ovi, Ann Naser Nabil, Rakib Ullah, Muhsina Tarannum Munfa, Mahbuba Habib, Fariha, Miftahul Alam Adib

(in the implementation phase)

SynBanglaSuicide: A Synthetic Bangla Text Dataset for Suicidal Intention Detection

Md Sultanul Islam Ovi, Ann Naser Nabil, Rakib Ullah, Muhsina Tarannum Munfa, Mahbuba Habib, Fariha, Miftahul Alam Adib

(in the implementation phase)

Workload Characterization and Scheduling Insights from Alibaba's 2023 GPU Cluster Trace

Active Project - collaborators welcome
(in the planning phase)

The Hidden Cost of Disaggregation: Quantifying Resource Fragmentation and Energy Waste in Modern GPU Clusters

Active Project - collaborators welcome
(in the planning 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)