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Greetings!

I am Md Nahidul Islam, a Ph.D. student in Computer Science at the University of Memphis, advised by Dr. Myounggyu Won. My research focuses on trustworthy autonomous driving, particularly interactive motion planning, trajectory forecasting, conformal risk certification, counterfactual evaluation, and model compression for safe robotics.

My work sits at the intersection of machine learning and safety-critical decision-making. I develop methods that aim to provide reliability guarantees for autonomous systems as they are actually deployed, rather than only evaluating predictors in isolation.

In May 2026, I earned my M.S. en route with the thesis “BucketKD: A Safety-Aware Bucket-Based Knowledge Distillation Framework for End-to-End Motion Planning,” which studies how to compress autonomous-driving planners while preserving safety-relevant trajectory behavior. I currently have manuscripts under review at NeurIPS 2026, IROS 2026, and CoRL 2026, and our work on detecting stealthy anomalies was published at IEEE MILCOM 2025.

Before joining the University of Memphis, I worked as an Assistant Director at Bangladesh Bank, the Central Bank of Bangladesh, and as a Software Engineer at Binate Solutions Ltd. I was also a Research Assistant at Bangladesh University of Engineering and Technology (BUET) under Dr. Muhammad Abdullah Adnan, where I contributed to publications at IEEE CCNC, IEEE MILCOM, ICASSP, NAACL, and LREC.

I am actively seeking Summer 2027 research internships in autonomous driving, motion planning, trajectory forecasting, and trustworthy machine learning. If you are recruiting in these areas, I would be glad to hear from you. Please reach me at mislam19@memphis.edu.

news

Oct 26, 2026 Submitted RIVET: Revisiting Cross-City Travel-Time Estimation as Road Networks Evolve to The Web Conference (WWW 2027).
Oct 26, 2026 Submitted TRaCE: Transferable Route Search and Travel-Time Estimation on Unseen Road Networks to The Web Conference (WWW 2027).
Aug 31, 2026 Our paper, “LiDARBridge: Range-Dependent LiDAR Noise Modeling and Prototype Alignment for Simulation-to-Real 3D Object Detection,” is accepted at IEEE CCNC 2027.
Jul 28, 2026 Submitted BucketKD: A Safety-Aware Bucket-Based Knowledge Distillation Framework for End-to-End Motion Planning to AAAI 2027.
Jul 08, 2026 Volunteered as a technical mentor at the Autonomous R/C Cars Cybersecurity Summer Camp at the University of Memphis from July 8–10, delivering a two-hour introductory Python session and supporting K–12 students in Donkey Car autonomous driving and cybersecurity activities.
Jul 05, 2026 Submitted LiDARBridge: Range-Dependent LiDAR Noise Modeling and Prototype Alignment for Simulation-to-Real 3D Object Detection to ACCV 2026.
May 28, 2026 Submitted What Aggregate Metrics Miss: A Residual-Signal Protocol for Interaction Representations in Trajectory Forecasting to CoRL 2026.
May 16, 2026 Received my M.S. in Computer Science at the University of Memphis.
May 07, 2026 Attended the FLEET Industry Technology Forum at Dallara U.S. Headquarters in Speedway, Indiana, with NSF travel grant.
May 06, 2026 Submitted CRiC: Protocol-Scoped Counterfactual Risk Certification for Interactive Driving to NeurIPS 2026.
Nov 29, 2025 Defended my M.S. thesis, BucketKD: A Safety-Aware Bucket-Based Knowledge Distillation Framework for End-to-End Motion Planning.
Oct 01, 2025 Our paper, “Detecting Stealthy Anomalies with Autoencoders Using Windowed Variance-Aware Loss Functions,” is accepted at IEEE MILCOM 2025.
Jun 30, 2025 Returned as a technical mentor for the three-day Autonomous R/C Cars Cybersecurity Summer Camp at the University of Memphis, supporting K–12 students in Python, Donkey Car autonomous driving, and cybersecurity activities.
Jun 24, 2024 Volunteered as a technical mentor for the five-day Autonomous R/C Cars Cybersecurity Summer Camp at the University of Memphis, supporting K–12 students in Python, Donkey Car autonomous driving, and cybersecurity activities.
May 19, 2024 Participated at the ImagineU Summer Accelerator — an interdisciplinary summer entrepreneurship internship program at the University of Memphis Crews Center for Entrepreneurship.
Jan 16, 2024 Started my Ph.D. in Computer Science at the University of Memphis, advised by Prof. Myounggyu Won.