Saransh Gupta

Rosario Cammarota

Tajana Simunic

ACM Trans. Embed. Comput. Syst., March, 2024

2023

ClotCatcher: a novel natural language model to accurately adjudicate venous thromboembolism from radiology reports.

[BibT_eX]

[DOI]

Rishikesan Kamaleswaran

BMC Medical Informatics Decis. Mak., December, 2023

RAPIDx: High-Performance ReRAM Processing In-Memory Accelerator for Sequence Alignment.

[BibT_eX]

[DOI]

Weihong Xu

Niema Moshiri

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

FHEmem: A Processing In-Memory Accelerator for Fully Homomorphic Encryption.

[BibT_eX]

[DOI]

Kartikeyan Subramanyam

CoRR, 2023

Sparsity Controllable Hyperdimensional Computing for Genome Sequence Matching Acceleration.

[BibT_eX]

[DOI]

Proceedings of the 31st IFIP/IEEE International Conference on Very Large Scale Integration, 2023

Efficient Machine Learning on Encrypted Data Using Hyperdimensional Computing.

[BibT_eX]

[DOI]

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

Enhanced Heart Disease Classification Using Parallelization and Integrated Machine-Learning Techniques.

[BibT_eX]

[DOI]

Proceedings of the Computer Vision and Image Processing - 8th International Conference, 2023

2022

Integrative Network Modeling Highlights the Crucial Roles of Rho-GDI Signaling Pathway in the Progression of non-Small Cell Lung Cancer.

[BibT_eX]

[DOI]

Rodolfo S. Allendes Osorio

Haswanth Vundavilli

IEEE J. Biomed. Health Informatics, 2022

Store-n-Learn: Classification and Clustering with Hyperdimensional Computing across Flash Hierarchy.

[BibT_eX]

[DOI]

ACM Trans. Embed. Comput. Syst., 2022

COSMO: Computing with Stochastic Numbers in Memory.

[BibT_eX]

[DOI]

ACM J. Emerg. Technol. Comput. Syst., 2022

HDnn-PIM: Efficient in Memory Design of Hyperdimensional Computing with Feature Extraction.

[BibT_eX]

[DOI]

Arpan Dutta

Rishikanth Chandrasekaran

Behnam Khaleghi

Weihong Xu

Proceedings of the GLSVLSI '22: Great Lakes Symposium on VLSI 2022, Irvine CA USA, June 6, 2022

2021

Efficient and Secure Learning across Memory Hierarchy

[BibT_eX]

[DOI]

PhD thesis, 2021

Stochastic-HD: Leveraging Stochastic Computing on Hyper-Dimensional Computing.

[BibT_eX]

[DOI]

Proceedings of the 39th IEEE International Conference on Computer Design, 2021

Massively Parallel Big Data Classification on a Programmable Processing In-Memory Architecture.

[BibT_eX]

[DOI]

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

Invited: Accelerating Fully Homomorphic Encryption with Processing in Memory.

[BibT_eX]

[DOI]

Proceedings of the 58th ACM/IEEE Design Automation Conference, 2021

DP-Sim: A Full-stack Simulation Infrastructure for Digital Processing In-Memory Architectures.

[BibT_eX]

[DOI]

Proceedings of the ASPDAC '21: 26th Asia and South Pacific Design Automation Conference, 2021

PIM-DL: Boosting DNN Inference on Digital Processing In-Memory Architectures via Data Layout Optimizations.

[BibT_eX]

[DOI]

Proceedings of the 30th International Conference on Parallel Architectures and Compilation Techniques, 2021

2020

SearcHD: A Memory-Centric Hyperdimensional Computing With Stochastic Training.

[BibT_eX]

[DOI]

IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2020

CryptoPIM: In-memory Acceleration for Lattice-based Cryptographic Hardware.

[BibT_eX]

[DOI]

Hamid Nejatollahi

Rosario Cammarota

Nikil D. Dutt

IACR Cryptol. ePrint Arch., 2020

Trustworthy AI Inference Systems: An Industry Research View.

[BibT_eX]

[DOI]

CoRR, 2020

Multi-label HD Classification in 3D Flash.

[BibT_eX]

[DOI]

Proceedings of the 28th IFIP/IEEE International Conference on Very Large Scale Integration, 2020

Deep Learning Acceleration using Digital-Based Processing In-Memory.

[BibT_eX]

[DOI]

Proceedings of the 33rd IEEE International System-on-Chip Conference, 2020

DUAL: Acceleration of Clustering Algorithms using Digital-based Processing In-Memory.

[BibT_eX]

[DOI]

Proceedings of the 53rd Annual IEEE/ACM International Symposium on Microarchitecture, 2020

Implementing binary neural networks in memory with approximate accumulation.

[BibT_eX]

[DOI]

Proceedings of the ISLPED '20: ACM/IEEE International Symposium on Low Power Electronics and Design, 2020

THRIFTY: Training with Hyperdimensional Computing across Flash Hierarchy.

[BibT_eX]

[DOI]

Proceedings of the IEEE/ACM International Conference On Computer Aided Design, 2020

Deep Learning Acceleration with Neuron-to-Memory Transformation.

[BibT_eX]

[DOI]

Mohammad Samragh Razlighi

Proceedings of the IEEE International Symposium on High Performance Computer Architecture, 2020

SCRIMP: A General Stochastic Computing Architecture using ReRAM in-Memory Processing.

[BibT_eX]

[DOI]

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

2019

NVQuery: Efficient Query Processing in Nonvolatile Memory.

[BibT_eX]

[DOI]

Sahil Sharma

IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2019

NNPIM: A Processing In-Memory Architecture for Neural Network Acceleration.

[BibT_eX]

[DOI]

Harveen Kaur

IEEE Trans. Computers, 2019

Hardware-Software Co-design to Accelerate Neural Network Applications.

[BibT_eX]

[DOI]

ACM J. Emerg. Technol. Comput. Syst., 2019

Digital-based processing in-memory: a highly-parallel accelerator for data intensive applications.

[BibT_eX]

[DOI]

Proceedings of the International Symposium on Memory Systems, 2019

MAPIM: Mat Parallelism for High Performance Processing in Non-volatile Memory Architecture.

[BibT_eX]

[DOI]

Proceedings of the 20th International Symposium on Quality Electronic Design, 2019

RAPID: A ReRAM Processing in-Memory Architecture for DNA Sequence Alignment.

[BibT_eX]

[DOI]

Proceedings of the 2019 IEEE/ACM International Symposium on Low Power Electronics and Design, 2019

FloatPIM: in-memory acceleration of deep neural network training with high precision.

[BibT_eX]

[DOI]

Proceedings of the 46th International Symposium on Computer Architecture, 2019

UPIM: Unipolar Switching Logic for High Density Processing-in-Memory Applications.

[BibT_eX]

[DOI]

Proceedings of the 2019 on Great Lakes Symposium on VLSI, 2019

DigitalPIM: Digital-based Processing In-Memory for Big Data Acceleration.

[BibT_eX]

[DOI]

Proceedings of the 2019 on Great Lakes Symposium on VLSI, 2019

Exploring Processing In-Memory for Different Technologies.

[BibT_eX]

[DOI]

Proceedings of the 2019 on Great Lakes Symposium on VLSI, 2019

HDCluster: An Accurate Clustering Using Brain-Inspired High-Dimensional Computing.

[BibT_eX]

[DOI]

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

Thermal-Aware Design and Management for Search-based In-Memory Acceleration.

[BibT_eX]

[DOI]

Proceedings of the 56th Annual Design Automation Conference 2019, 2019

GRAM: graph processing in a ReRAM-based computational memory.

[BibT_eX]

[DOI]

Proceedings of the 24th Asia and South Pacific Design Automation Conference, 2019

FACH: FPGA-based acceleration of hyperdimensional computing by reducing computational complexity.

[BibT_eX]

[DOI]

Proceedings of the 24th Asia and South Pacific Design Automation Conference, 2019

2018

RAPIDNN: In-Memory Deep Neural Network Acceleration Framework.

[BibT_eX]

[DOI]

CoRR, 2018

GAS: A Heterogeneous Memory Architecture for Graph Processing.

[BibT_eX]

[DOI]

Proceedings of the International Symposium on Low Power Electronics and Design, 2018

RMAC: Runtime Configurable Floating Point Multiplier for Approximate Computing.

[BibT_eX]

[DOI]

Proceedings of the International Symposium on Low Power Electronics and Design, 2018

RNSnet: In-Memory Neural Network Acceleration Using Residue Number System.

[BibT_eX]

[DOI]

Proceedings of the 2018 IEEE International Conference on Rebooting Computing, 2018

FELIX: fast and energy-efficient logic in memory.

[BibT_eX]

[DOI]

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

GenPIM: Generalized processing in-memory to accelerate data intensive applications.

[BibT_eX]

[DOI]

Proceedings of the 2018 Design, Automation & Test in Europe Conference & Exhibition, 2018

2017

Efficient query processing in crossbar memory.

[BibT_eX]

[DOI]

Proceedings of the 2017 IEEE/ACM International Symposium on Low Power Electronics and Design, 2017

Ultra-Efficient Processing In-Memory for Data Intensive Applications.

[BibT_eX]

[DOI]