Neural Cache: Bit-Serial In-Cache Acceleration of Deep Neural Networks

Neural Cache: Bit-Serial In-Cache Acceleration of Deep Neural Networks

9 May 2018

Arun K. Subramaniyan

Papers citing "Neural Cache: Bit-Serial In-Cache Acceleration of Deep Neural Networks"

16 / 16 papers shown

Title
DAISM: Digital Approximate In-SRAM Multiplier-based Accelerator for DNN Training and Inference Lorenzo Sonnino Shaswot Shresthamali Yuan He Masaaki Kondo 14 1 0 12 May 2023
TransPimLib: A Library for Efficient Transcendental Functions on Processing-in-Memory Systems Maurus Item Juan Gómez Luna Yu-Yin Guo Geraldo F. Oliveira Mohammad Sadrosadati O. Mutlu 29 4 0 03 Apr 2023
RedBit: An End-to-End Flexible Framework for Evaluating the Accuracy of Quantized CNNs A. M. Ribeiro-dos-Santos João Dinis Ferreira O. Mutlu G. Falcão MQ 15 1 0 15 Jan 2023
An Experimental Evaluation of Machine Learning Training on a Real Processing-in-Memory System Juan Gómez Luna Yu-Yin Guo Sylvan Brocard Julien Legriel Remy Cimadomo Geraldo F. Oliveira Gagandeep Singh O. Mutlu VLM 33 14 0 16 Jul 2022
Heterogeneous Data-Centric Architectures for Modern Data-Intensive Applications: Case Studies in Machine Learning and Databases Geraldo F. Oliveira Amirali Boroumand Saugata Ghose Juan Gómez Luna O. Mutlu 26 7 0 29 May 2022
SmartSAGE: Training Large-scale Graph Neural Networks using In-Storage Processing Architectures Yunjae Lee Jin-Won Chung Minsoo Rhu GNN 29 48 0 10 May 2022
Accelerating Attention through Gradient-Based Learned Runtime Pruning Zheng Li Soroush Ghodrati Amir Yazdanbakhsh H. Esmaeilzadeh Mingu Kang 19 17 0 07 Apr 2022
Benchmarking Memory-Centric Computing Systems: Analysis of Real Processing-in-Memory Hardware Juan Gómez Luna I. E. Hajj Ivan Fernandez Christina Giannoula Geraldo F. Oliveira O. Mutlu 30 67 0 04 Oct 2021
Benchmarking a New Paradigm: An Experimental Analysis of a Real Processing-in-Memory Architecture Juan Gómez Luna I. E. Hajj Ivan Fernandez Christina Giannoula Geraldo F. Oliveira O. Mutlu 27 82 0 09 May 2021
DAMOV: A New Methodology and Benchmark Suite for Evaluating Data Movement Bottlenecks Geraldo F. Oliveira Juan Gómez Luna Lois Orosa Saugata Ghose Nandita Vijaykumar Ivan Fernandez Mohammad Sadrosadati O. Mutlu 36 82 0 08 May 2021
FPRaker: A Processing Element For Accelerating Neural Network Training Omar Mohamed Awad Mostafa Mahmoud Isak Edo Vivancos Ali Hadi Zadeh Ciaran Bannon Anand Jayarajan Gennady Pekhimenko Andreas Moshovos 20 15 0 15 Oct 2020
Timing Cache Accesses to Eliminate Side Channels in Shared Software Divya Ojha S. Dwarkadas 8 15 0 30 Sep 2020
IMAC: In-memory multi-bit Multiplication andACcumulation in 6T SRAM Array M. Ali Akhilesh R. Jaiswal Sangamesh Kodge Amogh Agrawal I. Chakraborty Kaushik Roy MQ 11 84 0 27 Mar 2020
TiM-DNN: Ternary in-Memory accelerator for Deep Neural Networks Shubham Jain S. Gupta A. Raghunathan MQ 22 37 0 15 Sep 2019
A Workload and Programming Ease Driven Perspective of Processing-in-Memory Saugata Ghose Amirali Boroumand Jeremie S. Kim Juan Gómez Luna O. Mutlu 22 10 0 26 Jul 2019
RAPIDNN: In-Memory Deep Neural Network Acceleration Framework Mohsen Imani Mohammad Samragh Yeseong Kim Saransh Gupta F. Koushanfar Tajana Simunic 16 51 0 15 Jun 2018