Aqeeb Iqbal Arka

According to our database, Aqeeb Iqbal Arka authored at least 11 papers between 2020 and 2023.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2023

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

Chukwufumnanya Ogbogu, Aqeeb Iqbal Arka, Lukas Pfromm, Biresh Kumar Joardar, Janardhan Rao Doppa, Krishnendu Chakrabarty, Partha Pratim Pande

IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2023

2022

Hardware Accelerators for Machine Learning from 3D Manycore to Processing-in-Memory Architectures.

Aqeeb Iqbal Arka

PhD thesis, 2022

Accelerating Large-Scale Graph Neural Network Training on Crossbar Diet.

Chukwufumnanya Ogbogu, Aqeeb Iqbal Arka, Biresh Kumar Joardar, Janardhan Rao Doppa, Hai Helen Li, Krishnendu Chakrabarty, Partha Pratim Pande

IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2022

Fault-Tolerant Deep Learning Using Regularization.

Biresh Kumar Joardar, Aqeeb Iqbal Arka, Janardhan Rao Doppa, Partha Pratim Pande

Proceedings of the 41st IEEE/ACM International Conference on Computer-Aided Design, 2022

2021

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

Aqeeb Iqbal Arka, Biresh Kumar Joardar, Janardhan Rao Doppa, Partha Pratim Pande, Krishnendu Chakrabarty

IEEE Trans. Very Large Scale Integr. Syst., 2021

HeM3D: Heterogeneous Manycore Architecture Based on Monolithic 3D Vertical Integration.

Aqeeb Iqbal Arka, Biresh Kumar Joardar, Ryan Gary Kim, Dae Hyun Kim, Janardhan Rao Doppa, Partha Pratim Pande

ACM Trans. Design Autom. Electr. Syst., 2021

Heterogeneous Manycore Architectures Enabled by Processing-in-Memory for Deep Learning: From CNNs to GNNs: (ICCAD Special Session Paper).

Biresh Kumar Joardar, Aqeeb Iqbal Arka, Janardhan Rao Doppa, Partha Pratim Pande, Hai Li, Krishnendu Chakrabarty

Proceedings of the IEEE/ACM International Conference On Computer Aided Design, 2021

DARe: DropLayer-Aware Manycore ReRAM architecture for Training Graph Neural Networks.

Aqeeb Iqbal Arka, Biresh Kumar Joardar, Janardhan Rao Doppa, Partha Pratim Pande, Krishnendu Chakrabarty

Proceedings of the IEEE/ACM International Conference On Computer Aided Design, 2021

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

Biresh Kumar Joardar, Aqeeb Iqbal Arka, Janardhan Rao Doppa, Partha Pratim Pande

Proceedings of the Design, Automation & Test in Europe Conference & Exhibition, 2021

ReGraphX: NoC-enabled 3D Heterogeneous ReRAM Architecture for Training Graph Neural Networks.

Aqeeb Iqbal Arka, Janardhan Rao Doppa, Partha Pratim Pande, Biresh Kumar Joardar, Krishnendu Chakrabarty

Proceedings of the Design, Automation & Test in Europe Conference & Exhibition, 2021

2020

Making a Case for Partially Connected 3D NoC: NFIC versus TSV.

Aqeeb Iqbal Arka, Srinivasan Gopal, Janardhan Rao Doppa, Deukhyoun Heo, Partha Pratim Pande

ACM J. Emerg. Technol. Comput. Syst., 2020