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Browse the lab's publications by year, research area, or publication type, or search by title and author.

Featured

Featured Publications

Workshop Published

Multilingual Code Evaluation with LLM-as-a-Judge: AI-Assisted Feedback for Human-Centric Understanding

Al Amin, et al.

AI-SQE at ICSE, 2026

Trustworthy Autonomous & Agentic AI
Cite this work

Al Amin et al. "Multilingual Code Evaluation with LLM-as-a-Judge: AI-Assisted Feedback for Human-Centric Understanding." AI-SQE at ICSE, 2026.

Conference Published

Privacy-Preserving Federated Vision Transformer Learning Leveraging Lightweight Homomorphic Encryption in Medical AI

Al Amin, et al.

IEEE ICNC, 2026

Secure & Privacy-Preserving Distributed Intelligence
Cite this work

Al Amin et al. "Privacy-Preserving Federated Vision Transformer Learning Leveraging Lightweight Homomorphic Encryption in Medical AI." IEEE ICNC, 2026.

Conference Published

SENTINEL: A Multi-Pathway Architecture for Detecting Living-off-the-Land APT Attacks on Windows Command Lines

Al Amin

IEEE Military Communications Conference (MILCOM), 2026

AI Security, Cyber Defense & Forensics
Cite this work

Al Amin. "SENTINEL: A Multi-Pathway Architecture for Detecting Living-off-the-Land APT Attacks on Windows Command Lines." IEEE Military Communications Conference (MILCOM), 2026.

2027

Conference Submitted

Manuscript submitted — under peer review; not yet published.

FedTrace: Forensic Client Attribution and Attack-Onset Localization in Heterogeneous Federated Learning

Al Amin

NDSS 2027, 2027

AI Security, Cyber Defense & ForensicsSecure & Privacy-Preserving Distributed Intelligence
Cite this work

Al Amin. "FedTrace: Forensic Client Attribution and Attack-Onset Localization in Heterogeneous Federated Learning." Submitted to NDSS 2027.

2026

Journal Published

Grid-Wise Physics-Informed Federated Learning with Spatially-Localized Feature Regularization for Heterogeneous Medical Image Classification

Al Amin

IEEE Access, 2026

Secure & Privacy-Preserving Distributed Intelligence
Cite this work

Al Amin. "Grid-Wise Physics-Informed Federated Learning with Spatially-Localized Feature Regularization for Heterogeneous Medical Image Classification." IEEE Access, 2026.

Conference Published

Lightweight Privacy-First Federated Learning for Medical AI

Al Amin, et al.

EAI SecureComm, 2026

Secure & Privacy-Preserving Distributed Intelligence
Cite this work

Al Amin et al. "Lightweight Privacy-First Federated Learning for Medical AI." EAI SecureComm, 2026.

Workshop Published

Multilingual Code Evaluation with LLM-as-a-Judge: AI-Assisted Feedback for Human-Centric Understanding

Al Amin, et al.

AI-SQE at ICSE, 2026

Trustworthy Autonomous & Agentic AI
Cite this work

Al Amin et al. "Multilingual Code Evaluation with LLM-as-a-Judge: AI-Assisted Feedback for Human-Centric Understanding." AI-SQE at ICSE, 2026.

Conference Published

Physics-Embedded Feature Learning for AI in Medical Imaging

Al Amin, et al.

IEEE SoutheastCon, 2026

Cite this work

Al Amin et al. "Physics-Embedded Feature Learning for AI in Medical Imaging." IEEE SoutheastCon, 2026.

Conference Published

Privacy-Preserving Federated Vision Transformer Learning Leveraging Lightweight Homomorphic Encryption in Medical AI

Al Amin, et al.

IEEE ICNC, 2026

Secure & Privacy-Preserving Distributed Intelligence
Cite this work

Al Amin et al. "Privacy-Preserving Federated Vision Transformer Learning Leveraging Lightweight Homomorphic Encryption in Medical AI." IEEE ICNC, 2026.

Conference Published

SENTINEL: A Multi-Pathway Architecture for Detecting Living-off-the-Land APT Attacks on Windows Command Lines

Al Amin

IEEE Military Communications Conference (MILCOM), 2026

AI Security, Cyber Defense & Forensics
Cite this work

Al Amin. "SENTINEL: A Multi-Pathway Architecture for Detecting Living-off-the-Land APT Attacks on Windows Command Lines." IEEE Military Communications Conference (MILCOM), 2026.

2025

Conference Published

Advancing Healthcare: Innovative ML Approaches for Improved Medical Imaging in Data-Constrained Environments

Al Amin, et al.

IEEE GLOBECOM, 2025

Cite this work

Al Amin et al. "Advancing Healthcare: Innovative ML Approaches for Improved Medical Imaging in Data-Constrained Environments." IEEE GLOBECOM, 2025.

Conference Published

AI-Driven Secure Data Sharing: A Trustworthy and Privacy-Preserving Approach

Al Amin, et al.

IEEE CCNC, 2025

Secure & Privacy-Preserving Distributed Intelligence
Cite this work

Al Amin et al. "AI-Driven Secure Data Sharing: A Trustworthy and Privacy-Preserving Approach." IEEE CCNC, 2025.

Conference Published

ViT Enhanced Privacy-Preserving Secure Medical Data Sharing and Classification

Al Amin, et al.

IEEE CCNC, 2025

Secure & Privacy-Preserving Distributed Intelligence
Cite this work

Al Amin et al. "ViT Enhanced Privacy-Preserving Secure Medical Data Sharing and Classification." IEEE CCNC, 2025.

Journal Published

XAI-Empowered MRI Analysis for Consumer Electronic Health

Al Amin, et al.

IEEE Transactions on Consumer Electronics, 2025 · vol. 71 , no. 1

Trustworthy Autonomous & Agentic AI
Cite this work

Al Amin et al. "XAI-Empowered MRI Analysis for Consumer Electronic Health." IEEE Transactions on Consumer Electronics, vol. 71, no. 1, 2025.

2024

Journal Published

Integrating AI and Edge Computing for Advanced Safety at Railroad Grade Crossings

Al Amin, et al.

Journal of Rail Transportation Planning and Management, 2024

Cite this work

Al Amin et al. "Integrating AI and Edge Computing for Advanced Safety at Railroad Grade Crossings." Journal of Rail Transportation Planning and Management, 2024.

Conference Published

Multi Hospital MRI Analysis with Privacy-Preserving Ensemble Enhanced Federated Learning

Al Amin, et al.

IEEE SoutheastCon, 2024

Secure & Privacy-Preserving Distributed Intelligence
Cite this work

Al Amin et al. "Multi Hospital MRI Analysis with Privacy-Preserving Ensemble Enhanced Federated Learning." IEEE SoutheastCon, 2024.

2023

Conference Published

An Explainable AI Framework for Artificial Intelligence of Medical Things

Al Amin, et al.

IEEE GLOBECOM, 2023

Trustworthy Autonomous & Agentic AI
Cite this work

Al Amin et al. "An Explainable AI Framework for Artificial Intelligence of Medical Things." IEEE GLOBECOM, 2023.

Conference Published

Intelligent Railroad Grade Crossing: Semantic Segmentation and Object Detection for Enhanced Safety

Al Amin, et al.

IRF Global R2T Conference, 2023

Cite this work

Al Amin et al. "Intelligent Railroad Grade Crossing: Semantic Segmentation and Object Detection for Enhanced Safety." IRF Global R2T Conference, 2023.

2022

Conference Published

ADPT: An Automated Disease Prognosis Tool Using Hybrid Deep Learning Architecture

Al Amin, et al.

IEEE ICCT, 2022

Cite this work

Al Amin et al. "ADPT: An Automated Disease Prognosis Tool Using Hybrid Deep Learning Architecture." IEEE ICCT, 2022.

Conference Published

Analysing and Detecting Extreme-Selfie Images Using Ensemble Technique

Al Amin, et al.

IEEE ICCIT, 2022

Cite this work

Al Amin et al. "Analysing and Detecting Extreme-Selfie Images Using Ensemble Technique." IEEE ICCIT, 2022.

Conference Published

Industrial Product Defect Detection Using Custom U-Net

Al Amin, et al.

IEEE ICCIT, 2022

Cite this work

Al Amin et al. "Industrial Product Defect Detection Using Custom U-Net." IEEE ICCIT, 2022.