Teacher-Class Network: A Neural Network Compression Mechanism. - Shaiq Munir Malik; Fnu Mohbat; Muhammad Umair Haider; Muhammad Musab Rasheed; Murtaza Taj (BMVC, 2021)

Comprehensive Online Network Pruning Via Learnable Scaling Factors. - Muhammad Umair Haider; Murtaza Taj (ICIP, 2021)

Neural Network Pruning Through Constrained Reinforcement Learning. - Shehryar Malik; Muhammad Umair Haider; Omer Iqbal; Murtaza Taj (ICPR, 2022)

Looking into Black Box Code Language Models. - Muhammad Umair Haider; Umar Farooq 002; A. B. Siddique 001; Mark Marron (CoRR, 2024)

Neurons Speak in Ranges: Breaking Free from Discrete Neuronal Attribution. - Muhammad Umair Haider; Hammad Rizwan; Hassan Sajjad 001; Peizhong Ju; A. B. Siddique 001 (CoRR, 2025)

Evaluating Sparse Autoencoders for Monosemantic Representation. - Moghis Fereidouni; Muhammad Umair Haider; Peizhong Ju; A. B. Siddique 001 (CoRR, 2025)