Md Sajeebul Islam Sk

I'm an Artificial Intelligence researcher at BRAC University in Dhaka. I did my master's in Computer Science and Engineering from BRAC University, where I was supervised by Dr. Md. Golam Rabiul Alam and bachelor in Mathematics from Khulna University, where I was supervised by Dr. Md. Rafiqul Islam.

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Research

I'm interested in artificial intelligence, machine learning, computer vision, deep learning, generative AI, NLP, world model, and similar fields.

Can We Trust Who Wins? Partial Identification of Stochastic LLM Rankings under Unknown Coupling
Md Sajeebul Islam Sk, Khan Enaet Hossain, Ratul Hasan, Dr. Md. Golam Rabiul Alam
Submitted, 30th International Conference on Artificial Intelligence and Statistics (AISTATS) 2027 OpenReview

Shows why stochastic LLM rankings can be uncertain under unknown coupling.

SafeTube-WM: Monotone Trajectory Risk and Epistemic Uncertainty for Occupancy World Models
Md Sajeebul Islam Sk, Khan Enaet Hossain, Dr. Md. Golam Rabiul Alam, Dr. Md Zia Uddin
Submitted, IEEE / CVF Computer Vision and Pattern Recognition Conference (CVPR) 2027

SafeTube-WM is an occupancy-input world model that connects future occupancy prediction with trajectory-level collision risk and uncertainty estimation.

Whose Facts Count? A Culturally Responsive Audit of LLM Evaluation Benchmarks
Fatima Tuz Zahra, Md Sajeebul Islam Sk, Rachel Chung
In review, American Journal of Evaluation (2026) arXiv

Audits cultural bias in LLM benchmarks and proposes culturally responsive evaluation.

REGFire-WM: A fire-centred world model for calibrated next-day wildfire spread mapping
Md Sajeebul Islam Sk*, Khan Enaet Hossain*, Dr. Md. Golam Rabiul Alam
* authors equal contribution
In review, Climate Physics and Atmospheric Science: Scientific Insights and Societal Challenges (2026) SSRN

RegFire-WM is a one-step wildfire world model that separates next-day prediction, transition diagnostics, and error scoring and examine where it succeeds, fails, and supports planning.

Beyond Arithmetic Consistency: Evidence-Grounded Numerical Error Detection in Bilingual Financial QA Using LLMs
Md Sajeebul Islam Sk*, Khan Enaet Hossain*, Sk Mehedi Hasan
* authors equal contribution
Submitted, Neural Computing and Applications (2026)

An evidence-aware English–Bengali financial Question Answering (QA) framework based on Qwen3-8B with 4-bit QLoRA, lightweight evidence selection, Bengali-digit normalization, number-preserving Bengali and code-mixed augmentation, and concise calculation supervision.

FedDP-PALD: Privacy-Preserving Federated Learning with a Latent Diffusion Model and Prototype Mixture Aggregation for Medical Data Synthesis
Md Sajeebul Islam Sk*, Khan Enaet Hossain*, Md Mehedi Hasan Shawon
* authors equal contribution
In review, Applied Soft Computing (2026) / arxiv

FedDP-PALD is a privacy-preserving framework that enables hospitals to jointly synthesize medical data from chest X-ray and ECG signals, employing differential privacy and latent diffusion to safeguard patient records. It resists membership-inference attacks while preserving diagnostic accuracy.

CauSAIL: Causal Graph-Grounded Multimodal LLMs for Maritime Supply Chain Disruption Detection
Khan Enaet Hossain*, Md Sajeebul Islam Sk*, Dr. Md. Golam Rabiul Alam
* authors equal contribution
In review, Knowledge-Based Systems journal (2026) / preprint

CauSAIL is an AI system that predicts maritime supply chain disruptions by combining ship tracking, satellite images, and text, as well as using specific mathematical techniques for LLM bias mitigation.

An Explainable Vision-Language Model Framework for Lumbar Spinal Stenosis Diagnosis
Md Sajeebul Islam Sk, Md Mehedi Hasan Shawon, Khan Enaet Hossain, Dr. Md. Golam Rabiul Alam
submitted, Neurocomputing (2026) / arXiv

Reducing the difficulty of accurate and explainable Lumbar Spinal Stenosis diagnosis from MRI by proposing an end-to-end explainable VLM framework using Spatial Patch Cross-Attention, Adaptive PID-Tversky loss, and automated radiology report generation module.

Evaluating an Attention-Based World Model for Livelihood Forecasting among Poor Households in Bangladesh
Md Sajeebul Islam Sk, Khan Enaet Hossain, Dr. Md. Golam Rabiul Alam
Accepted, BRAC University Silver Jubilee Research Conference 2026

Addressing sparse, irregular, and zero-inflated long-horizon livelihood forecasting by developing a mask and time-gap-conditioned Transformer state-transition world model.

FoundationalECGNet Overview HybridECGNet: A Hybrid Neural–Symbolic Framework for ECG-Based Multitask Cardiac Analysis
Md Sajeebul Islam Sk, Md Jobayer, Md Mehedi Hasan Shawon, Dr. Md. Golam Rabiul Alam
In review, IEEE Journal of Biomedical and Health Informatics (2025) / arXiv

Propose a hybrid model that reduces noise, biased prediction, overfitting, poor generalization, and model size by using Morlet–DB4 wavelet denoising, ADASYN class balancing, pretraining CBAM–GAT–TST attention architecture and predicts Normal/Abnormal ECGs and five cardiac diseases from ECG diverse datasets.

msc workflow thesis Unveiling personality traits through Bangla speech using Morlet wavelet transformation and BiG
Md Sajeebul Islam Sk, Dr. Md. Golam Rabiul Alam
Natural Language Processing Journal, 2024
paper

Create Bengali language based speech datasets and a speech-text based personality classification framework by introducing MoMF feature extraction, and developing DistilRo (DistilBERT and RoBERTa) and BiG (Bi-LSTM and GRU) soft-voting ensemble models to predicts ten different personality traits.

dsphaar Identification of Drug-addicted People using Short Length of Voice Signal through Haar and Symlet Wavelet Transform
Sadia Afrin, Md Sajeebul Islam Sk, Md. Kazi Nazmul Islam, Dr. Md. Rafiqul Islam
IJRSI, 2025
paper

Analyze 5-second speech signals with Haar, Sym2, db4 wavelets and calculated PSNR, and SNR values for both drug-addicted and non-addicted people.

Experience

JamesP BRAC James P Grant School of Public Health
Sep 2026 - Present

Research Associate
Advisor: Dr. Tanvir Hasan

cvislab Computer Vision and Intelligent Systems Research Lab, BRAC University
July 2026 - Present

Research Assistant
Advisor: Dr. Md. Ashraful Alam

biose logo Biomedical Science and Engineering Research Center, BRAC University
Apr 2025 - Mar 2026

Research Assistant
Advisor: Md. Mehedi Hasan Shawon, Dr. Md. Golam Rabiul Alam

bracu logo BRAC University, Dhaka, Bangladesh
Jan 2024 - Mar 2025

Research Assistant
Advisor: Dr. Md. Golam Rabiul Alam

Education

bracu logo BRAC University, Dhaka, Bangladesh
May 2022 - Sep 2024
Master of Science in Computer Science and Engineering

Thesis: Unveiling Personality Traits through Bangla Speech using Morlet Wavelet Transformation and Soft-Voting Classifier

Khulna University Logo Khulna University, Khulna, Bangladesh
Jan 2017 - Mar 2022
Bachelor of Science in Mathematics

Thesis: Identification of Drug-addicted and Non-addicted People Using Voice Signal Through Haar Wavelet Transform

Miscellanea

I enjoy traveling during my free time.


Template stolen from Yijia Weng (and also Jon Barron).
Last updated: May 10, 2026