Aqeeb Iqbal Arka

Fault-tolerant Deep Learning using Regularization

Accelerating large-scale graph neural network training on crossbar diet

Hardware Accelerators for Machine Learning: From 3D Manycore to Processing-in-Memory Architectures

Accelerating Graph Neural Network Training on ReRAM-Based PIM Architectures via Graph and Model Pruning

Heterogeneous manycore architectures enabled by processing-in-memory for deep learning: From cnns to gnns:(iccad special session paper)

DARe: DropLayer-aware manycore ReRAM architecture for training graph neural networks

Performance and Accuracy Tradeoffs for Training Graph Neural Networks on ReRAM-Based Architectures

3D++: Unlocking the Next Generation of High-Performance and Energy-Efficient Architectures using M3D Integration