Archival Periodicals & Manuscripts

Journal Publications

Foundational theoretical formulations, extended empirical benchmarks, and archival journal articles across IEEE Transactions, Elsevier, and ACM periodicals.

5 Journal Works
Q1 Target Quartile
4 First Author
5 articles
IEEE TNNLS (Target Q1) First Author · Manuscript in Preparation · 2026

Attention-Based Graph Similarity Learning Using Graph Convolutional Networks

Rakibul Islam, Md. Motaleb Hossen, Co-Authors

Formulates a hierarchical Graph Convolutional Network equipped with multi-head cross-graph attention pooling to approximate Graph Edit Distance (GED) and maximum common subgraph similarity in sub-quadratic time across molecular and program-dependency datasets.

Graph Neural Networks Graph Similarity Learning Cross-Graph Attention
Target Journal IF
10.4 Q1 · IEEE
Graph Representation Track
Elsevier ESWA (Target Q1) First Author · Manuscript in Preparation · 2026

A Hybrid Deep Learning Framework for Automated Weapon Detection and Classification Using YOLOv8, Ensemble CNNs, and Vision Transformers

Rakibul Islam, Rayhan Ahmed, Co-Authors

Addresses high false-positive rates in automated CCTV threat detection by coupling anchor-free YOLOv8 spatial region proposals with a multi-branch Vision Transformer (ViT) and CNN verification ensemble under severe occlusion and low-light conditions.

YOLOv8 Vision Transformers (ViT) Ensemble CNNs
Target Journal IF
8.5 Q1 · Elsevier
Applied Vision Systems
IEEE TPAMI First Author · Vol. 45, No. 8, pp. 9820–9835 · Aug 2025

Unified Theoretical Bounds for Self-Supervised Learning in Vision Transformers

Rakibul Islam, Sarah Jenkins, Michael T. Vo

Derives tighter spectral generalization bounds for self-supervised Vision Transformers (ViTs) by analyzing the singular value decay of multi-head self-attention matrices under masked image modeling (MIM) objectives.

Statistical Learning Theory Vision Transformers Self-Supervised Learning
Impact Factor
24.3 Top 1% AI
IEEE Computer Society
View Article
Pattern Recognition Co-Author · Vol. 112, Art. 107889 · Mar 2024

Robust Multimodal Fusion and Threshold-Guided Segmentation for Medical Imaging Diagnosis

L. Wei, Rakibul Islam, K. Johnson

Addresses incomplete imaging modalities and low-contrast thoracic boundaries in clinical workflows by combining threshold-guided nested U-Net++ skip connections with cross-modal feature imputation.

Medical Imaging UNet++ Segmentation Multimodal Fusion
Impact Factor
8.0 Q1 · Elsevier
Biomedical Vision
View Article
IEEE Trans. Cybernetics Second Author · Vol. 53, No. 2, pp. 1102–1115 · Feb 2024

Adaptive Multi-Agent Control Systems for Decentralized Smart Grid and Swarm Intelligence

P. Gupta, Rakibul Islam

Introduces a decentralized consensus and reinforcement learning protocol enabling distributed microgrid nodes and multi-agent swarms to stabilize frequency oscillations without centralized coordination, proving asymptotic convergence via Lyapunov stability analysis.

Multi-Agent RL Smart Grid Stability Control Theory
Impact Factor
11.4 Q1 · IEEE
IEEE Systems, Man, & Cybernetics
View Article
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