14 citations · 55 across the 24 of their papers we have counts for
4 papers · 1 filter
Progressive Multi-Ancestor Bit-Depth Distillation
Adil Mubashir Chaudhry, Osama Ahmad, Zubair Khalid +1
Model compression strategies are widely employed to reduce memory footprint and network complexity, particularly for devices with constrained computational, memory, and energy reso…
Mending of Spatio-Temporal Dependencies in Block Adjacency Matrix
Osama Ahmad, Omer Abdul Jalil, Usman Nazir +1
In the realm of applications where data dynamically evolves across spatial and temporal dimensions, Graph Neural Networks (GNNs) are often complemented by sequence modeling archite…
Survey of Image Based Graph Neural Networks
Usman Nazir, He Wang, Murtaza Taj
In this survey paper, we analyze image based graph neural networks and propose a three-step classification approach. We first convert the image into superpixels using the Quickshif…
Teacher-Class Network: A Neural Network Compression Mechanism
Shaiq Munir Malik, Muhammad Umair Haider, Mohbat Tharani +2
To reduce the overwhelming size of Deep Neural Networks (DNN) teacher-student methodology tries to transfer knowledge from a complex teacher network to a simple student network. We…