Biresh Kumar Joardar

CoRR, 2024

2023

Machine Learning-Based Rowhammer Mitigation.

[BibT_eX]

[DOI]

Tyler K. Bletsch

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

ReaLPrune: ReRAM Crossbar-Aware Lottery Ticket Pruning for CNNs.

[BibT_eX]

[DOI]

Hai (Helen) Li

IEEE Trans. Emerg. Top. Comput., 2023

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

[BibT_eX]

[DOI]

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

Simply-Track-and-Refresh: Efficient and Scalable Rowhammer Mitigation.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Test Conference, 2023

Energy-Efficient ReRAM-Based ML Training via Mixed Pruning and Reconfigurable ADC.

[BibT_eX]

[DOI]

Proceedings of the IEEE/ACM International Symposium on Low Power Electronics and Design, 2023

Attacking Memristor-Mapped Graph Neural Network by Inducing Slow-to-Write Errors.

[BibT_eX]

[DOI]

Proceedings of the IEEE European Test Symposium, 2023

Dynamic Task Remapping for Reliable CNN Training on ReRAM Crossbars.

[BibT_eX]

[DOI]

Proceedings of the Design, Automation & Test in Europe Conference & Exhibition, 2023

Attacking ReRAM-based Architectures using Repeated Writes.

[BibT_eX]

[DOI]

Proceedings of the Design, Automation & Test in Europe Conference & Exhibition, 2023

2022

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

[BibT_eX]

[DOI]

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

High-Throughput Training of Deep CNNs on ReRAM-Based Heterogeneous Architectures via Optimized Normalization Layers.

[BibT_eX]

[DOI]

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

NoC-enabled 3D Heterogeneous Manycore Systems for Big-Data Applications.

[BibT_eX]

[DOI]

Proceedings of the 23rd International Symposium on Quality Electronic Design, 2022

Fault-Tolerant Deep Learning Using Regularization.

[BibT_eX]

[DOI]

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

Learning to Mitigate Rowhammer Attacks.

[BibT_eX]

[DOI]

Tyler K. Bletsch

Proceedings of the 2022 Design, Automation & Test in Europe Conference & Exhibition, 2022

2021

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

[BibT_eX]

[DOI]

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

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

[BibT_eX]

[DOI]

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

Learning to Train CNNs on Faulty ReRAM-based Manycore Accelerators.

[BibT_eX]

[DOI]

Hai Li

ACM Trans. Embed. Comput. Syst., 2021

AccuReD: High Accuracy Training of CNNs on ReRAM/GPU Heterogeneous 3-D Architecture.

[BibT_eX]

[DOI]

IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2021

ReaLPrune: ReRAM Crossbar-aware Lottery Ticket Pruned CNNs.

[BibT_eX]

[DOI]

Hai Li

CoRR, 2021

Multi-Objective Optimization of ReRAM Crossbars for Robust DNN Inferencing under Stochastic Noise.

[BibT_eX]

[DOI]

Hai Helen Li

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

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

[BibT_eX]

[DOI]

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

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

[BibT_eX]

[DOI]

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.

[BibT_eX]

[DOI]

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

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

[BibT_eX]

[DOI]

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

2020

GRAMARCH: A GPU-ReRAM based Heterogeneous Architecture for Neural Image Segmentation.

[BibT_eX]

[DOI]

Nitthilan Kannappan Jayakodi

Hai Li

Nitthilan Kannappan Jayakodi

Proceedings of the 2020 Design, Automation & Test in Europe Conference & Exhibition, 2020

2019

MOOS: A Multi-Objective Design Space Exploration and Optimization Framework for NoC Enabled Manycore Systems.

[BibT_eX]

[DOI]

Aryan Deshwal

ACM Trans. Embed. Comput. Syst., 2019

Learning-Based Application-Agnostic 3D NoC Design for Heterogeneous Manycore Systems.

[BibT_eX]

[DOI]

IEEE Trans. Computers, 2019

NoC-enabled software/hardware co-design framework for accelerating <i>k-mer</i> counting.

[BibT_eX]

[DOI]

Sriram Krishnamoorthy

Proceedings of the 13th IEEE/ACM International Symposium on Networks-on-Chip, 2019

REGENT: A Heterogeneous ReRAM/GPU-based Architecture Enabled by NoC for Training CNNs.

[BibT_eX]

[DOI]

Proceedings of the Design, Automation & Test in Europe Conference & Exhibition, 2019

Design and Optimization of Heterogeneous Manycore Systems Enabled by Emerging Interconnect Technologies: Promises and Challenges.

[BibT_eX]

[DOI]

Proceedings of the Design, Automation & Test in Europe Conference & Exhibition, 2019

Taming extreme heterogeneity via machine learning based design of autonomous manycore systems.

[BibT_eX]

[DOI]

Proceedings of the International Conference on Hardware/Software Codesign and System Synthesis Companion, 2019

2018

Hybrid on-chip communication architectures for heterogeneous manycore systems.

[BibT_eX]

[DOI]

Proceedings of the International Conference on Computer-Aided Design, 2018

High performance collective communication-aware 3D Network-on-Chip architectures.

[BibT_eX]

[DOI]

Karthi Duraisamy