Md Mahmuddun Nabi Murad

PhD Researcher | University of South Florida

Md Mahmuddun Nabi Murad

I build practical deep learning systems for long-horizon time-series forecasting, anomaly detection, and intelligent infrastructure with a focus on efficient model design.

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Professional Summary

Researching data-centric AI for real-world systems

Machine Learning Researcher focused on advanced neural architectures such as Transformers, MLP-Mixers, and Graph Neural Networks. My work targets state-of-the-art performance for sequential learning, long-term forecasting, and robust anomaly detection under real operational constraints.

Research and Publications

Flagship Projects

WPMixer poster thumbnail AAAI 2025

WPMixer: Efficient Multi-Resolution Mixing for Long-Term Time Series Forecasting

An MLP-mixer-based model that beats several Transformer variants in both forecasting quality and computational efficiency.

arXiv Code
Causal MLP-Mixer video thumbnail Research Project

Vessel Route Prediction using Web-stream Video of a Maritime Environment

We develop a novel model that can predict vessel routes using both AIS and non-AIS data. Non-AIS data is obtained from web-stream video feeds of maritime environments.

Code Coming Soon

Career Path

Experience

Aug 2023 - Present

Graduate Research Assistant

SISLab, University of South Florida

Developing efficient deep learning architectures for time-series analysis, environmental monitoring, and intelligent transportation systems.

Dec 2019 - Jul 2023

Protection Engineer

Power Grid Bangladesh PLC

Ensured grid stability through relay testing, control-system configuration, and fault analysis with practical Substation Automation Systems experience.

Recognition

Awards and Certificates

Global Winner ($10,000)
DHS Hackathon award thumbnail

1st Place: Managing Maritime Movements (M3) Hackathon

Global challenge hosted by the U.S. Department of Homeland Security. Built a hybrid Transformer-MLP-Mixer architecture to predict the route of the small vessels from the synthetic AIS data.

News Slides
Certificate of Participation Siemens certificate thumbnail Certificate of Participation

SIEMENS Protection Training

Participated in a comprehensive training program on power system protection in SIEMENS Power Academy at Germany. Gaining hands-on experience with Siemens protection relays and control systems, especially DIGSI, 7SA6, 7SA8, 7UT6, 7UT8, and 7SS85.

Certificate

Scholarly Work

Selected Publications

WPMixer: Efficient Multi-Resolution Mixing for Long-Term Time Series Forecasting

Murad, M. N., et al. | AAAI 2025

Paper Code

Multi-Resolution Mixer Network for Sensor Localization

Murad, M. N., et al. | IEEE WCNC 2025

Paper Code

Camera-based Intruder Detection and Ship Monitoring

Murad, M. N., et al. | WACV 2025

Paper Code

Cluster-Aware Causal Mixer for Online Anomaly Detection

Murad, M. N., et al. | Under Review

Paper