Works

Selected Publications

  1. Automatically Detecting Numerical Instability in Machine Learning Applications via Soft Assertions Shaila Sharmin, Anwar Hossain Zahid, et al. Proceedings of the ACM on Software Engineering (FSE 2025) [Paper]

  2. Evaluation of Hate Speech Detection Using Large Language Models and Geographical Contextualization Anwar Hossain Zahid, Monoshi Kumar Roy, et al. arXiv:2502.19612 [Preprint]

  3. Testing GPU Numerics: Finding Numerical Differences Between NVIDIA and AMD GPUs Anwar Hossain Zahid, Ignacio Laguna, Wei Le arXiv:2410.09172 [Preprint]

  4. A Conceptual Design of Virtual Internship System Raihan Mia, Anwar Hossain Zahid, et al. ICCIT 2020 [Paper]

Selected Projects

Automatically Detecting Numerical Instability in Machine Learning Applications via Soft Assertions

FSE 2025 paper introducing Soft Assertions to detect and trigger numerical instability bugs in ML applications.

Tech: Python, PyTorch, TensorFlow

GitHub | Demo

GPU Numerical Testing – HIP Code Generation in Varity

Contributed to the LLNL Varity project by implementing HIP backend generation for GPU kernel testing, enabling cross-platform numerical consistency evaluation.

Tech: C++, HIP, CUDA, LLVM

GitHub | Demo

Hate Speech Detection with Geographical Context

Extended a class project to evaluate hate speech detection models using geographical metadata. Later adapted for large language model testing and published in 2025.

Tech: Python, Transformers, HuggingFace, Scikit-learn

GitHub | Demo

Face Recognition with Liveliness Detection

Developed a real-time face recognition and spoof detection system for FinTech applications, enhancing security for remote banking verification.

Tech: Python, OpenCV, Dlib, FaceNet

GitHub | Demo

Parliament Resource Planning – SSO Integration

Implemented Single Sign-On authentication for PRP system, enabling secure unified access across parliamentary resource modules.

Tech: Java, Spring Boot, OAuth 2.0, JWT

GitHub | Demo

COM S 572 – Machine Learning Project

Implemented and evaluated ML algorithms for natural language processing tasks. Later extended for LLM experiments and paper publication.

Tech: Python, Scikit-learn, Transformers

GitHub | Demo

Othello AI Agent

Developed an intelligent Othello game-playing agent using adversarial search algorithms and heuristic evaluation functions.

Tech: Python, Minimax, Alpha-Beta Pruning

GitHub | Demo

Mancala Game Simulation

Created a Mancala game engine with an AI opponent using minimax and heuristic strategies.

Tech: Java

GitHub | Demo

Ray Tracing Renderer

Built a ray tracing engine from scratch to render 3D scenes with reflection, refraction, and shading.

Tech: C++

GitHub | Demo

Nachos – Instructional Operating System

Extended the Nachos instructional OS to implement thread scheduling, virtual memory, and file system operations.

Tech: C++, Operating Systems

GitHub | Demo

Channel Equalization for Wireless Communication

Implemented and tested channel equalization algorithms to improve signal quality in noisy communication environments.

Tech: Python, NumPy, Signal Processing

GitHub | Demo