Muhammed Muminul Hoque

📝 Updates

[Mar 2026] Paper submitted to IROS 2026 — "DyV2X: Dynamic Interaction Graphs for V2X Cooperative Trajectory Prediction." Co-authored with Yiran Ding, Maiqi Jiang, Yongming Qin, Sidi Lu, and Yanfu Zhang.

[Mar 2026] Paper submitted to ECCT 2026 — "A Comparative Analysis of Traditional and Ensemble Machine Learning Models for Phishing Email Detection with Explainable AI." Co-authored with Md. Masudur Rahman, Jonayed Al-Faruk, AKM Bahalul Haque, Mir Tasrif Ahmed, and MD. Nayeem Pervez.

[Nov 2025] Joined as Research Intern under Prof. Yanfu Zhang, Department of Computer Science, William & Mary, Williamsburg, VA.

[Nov 2025] Paper accepted at IEEE STI 2025 — "Quantum-Resistant Blockchain: Enhancing Blockchain Security with ROUND5, A Lattice-based Cryptosystem."

[Oct 2025] Paper accepted at BIM 2025 — "Toward Accurate Urban Temperature Forecasting in Seoul: A Hybrid Ensemble of Bias-Corrected Machine and Deep Learning Models with Explainable AI."

[Aug 2025] Paper submitted to IEEE STI 2025 — "Quantum-Resistant Blockchain: Enhancing Blockchain Security with ROUND5."

[Jul 2025] Paper submitted to BIM 2025 — "Toward Accurate Urban Temperature Forecasting in Seoul."

Research

Research Experience

Research Intern — Dept. of Computer Science, William & Mary
Under Prof. Yanfu Zhang  |  Nov 2025 – Present

• Designed and implemented GRUHistoryEncoder in PyTorch; integrated across 6 CTDG architectures (TGN, TGAT, GraphMixer, DyGFormer, DyRep, JODIE).
• Best result: TGAT+GRU — ADE 0.952m, FDE 1.664m, MR 24.7%, outperforming V2X-Graph baseline on all metrics.
• Reproduced HiVT, TNT, DenseTNT baselines on cooperative trajectory data; conducted WOMD shape analysis and latency benchmarks.

Publications

[Under Review]  DyV2X: Dynamic Interaction Graphs for V2X Cooperative Trajectory Prediction
Yiran Ding, Muhammed Muminul Hoque, Maiqi Jiang, Yongming Qin, Sidi Lu, Yanfu Zhang
IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2026)

[ECCE 2025]  Privacy-Preserving Digital Identity Verification: AES-Encrypted Smart NID with Two-Factor Protection
Ekram Hossain, Puja Rani Saha, Muhammed Muminul Hoque, Md. Saiful Islam, Jonayed Al-Faruk, Md. Alamgir Hossain
4th International Conference on Electrical, Computer & Communication Engineering  |  [DOI]

[BIM 2025]  Toward Accurate Urban Temperature Forecasting in Seoul: A Hybrid Ensemble with Explainable AI
Jonayed Al Faruk, Muhammed Muminul Hoque, Md. Nawaz Shorif, Susmoy Paul, Md. Bodrul Islam, Joyonto Das
International Conference on Big Data, IoT and Machine Learning

[STI 2025]  Quantum-Resistant Blockchain with ROUND5 Lattice-Based Cryptography
Puja Rani Saha, Md. Saiful Islam, Tushar Kanti Saha, Muhammed Muminul Hoque, AKM Bahalul Haque, Ekram Hossain
7th International Conference on Sustainable Technologies for Industry 5.0  |  [DOI]

[Under Review]  A Comparative Analysis of Traditional and Ensemble Machine Learning Models for Phishing Email Detection with Explainable AI
Muhammed Muminul Hoque, Md. Masudur Rahman, Jonayed Al-Faruk, AKM Bahalul Haque, Mir Tasrif Ahmed, MD. Nayeem Pervez
International Conference on Emerging Communication Technologies (ECCT 2026)

Ongoing Research

[In Progress]  Adaptive Phishing Email Detection via Multiple LLMs: A Dynamic Keyword Based Approach  (2025 – Present)
Muhammed Muminul Hoque et al.

• Developing a multi-LLM pipeline (ChatGPT, Gemini, DeepSeek, LLaMA, Grok) for extracting phishing indicators from emails.
• Designing a continuous learning system where new phishing terms are promoted dynamically into the keyword snapshot.
• Integrating Safe Browsing API checks and adaptive keyword stores for real-time detection across Gmail, .eml, and CSV sources.

Project Work

4chan Toxicity Analysis: Comparative Study Using OpenAI & Perspective APIs (2025)

[View on GitHub]

• Analyzed toxic content on 4chan’s /pol/ board using OpenAI Moderation API and Google Perspective API.
• Preprocessed posts, applied rate limiting, and stored structured JSON datasets.
• Computed toxicity metrics (hate, harassment, sexual, threats, profanity) and compared model agreement.
• Generated visualizations to highlight moderation differences between the two APIs.

Figure: Scatterplot comparing toxicity scores from OpenAI and Perspective APIs.

Additional figures (toxicity distributions, correlation heatmaps) are available in the GitHub repository.

Developing A Machine Learning Based Speech Emotion Recognizer (2024)

System identifies and classifies emotions from speech using real‑time analysis

• Tools Used: JupyterLab, Python
• Supervisor: Prof. Md. Alamgir Hossain

Automated Solar Positioning System using Arduino and LDR (2023)

The project utilizes Light Dependent Resistors (LDRs) and Arduino to track and adjust the position of solar panels, maximizing energy efficiency by aligning them with the sun's movement throughout the day.

• Tools Used: Arduino Uno, Servo Motor, LDR Module, Solar Panel
• Supervisor: Khaleda Ferdousi [Assistant Professor (CSE)]

Certifications & Online Courses

Cybersecurity for Everyone (2025)

• Platform: Coursera
• Description: An online non‑credit course authorized by University of Maryland, College Park, covering foundational cybersecurity concepts.
• Instructor: Charles Harry, Ph.D., Associate Research Professor, School of Public Policy, University of Maryland, College Park.

Ethical Hacking: Hacking with Python (2025)

• Platform: Udemy
• Description: Focuses on creating various hacking scripts using Python for penetration testing, network security, and automation of ethical hacking tasks.

Cyber Security: OS Security (2025)

• Platform: Udemy
• Description: Covers OS security fundamentals, threat mitigation, and best practices.

Cyber Security Fundamentals in Bangla (2023)

• Platform: Udemy
• Description: Fundamentals of cybersecurity explained in Bangla.

OSINT in 90 minutes: Power of Public Information 2023+ PROF (2023)

• Platform: Coursera
• Description: Quick guide on OSINT techniques and tools.

Linux Modules (2023)

• Platform: Udemy
• Description: In-depth Linux modules and command-line skills.

Social Engineering: 13 Social Engineering Attacks Explained! (2023)

• Platform: Coursera
• Description: Overview of common social engineering techniques.

Malware Analysis (2023)

• Platform: Udemy
• Description: Techniques and tools for malware analysis.

Practical Password Cracking Office Files | Ethical Hacking (2023)

• Platform: Coursera
• Description: Hands-on techniques for ethical password cracking.

Ethical Hacking: File Inclusion (2023)

• Platform: Udemy
• Description: Understanding file inclusion vulnerabilities.