Beyond the Memory Wall: A Case for Memory-centric HPC System for Deep Learning

18 February 2019

Papers citing "Beyond the Memory Wall: A Case for Memory-centric HPC System for Deep Learning"

11 / 11 papers shown

Title
NEON: Enabling Efficient Support for Nonlinear Operations in Resistive RAM-based Neural Network Accelerators Aditya Manglik Minesh Patel Haiyu Mao Behzad Salami Jisung Park Lois Orosa O. Mutlu 15 1 0 10 Nov 2022
SmartSAGE: Training Large-scale Graph Neural Networks using In-Storage Processing Architectures Yunjae Lee Jin-Won Chung Minsoo Rhu GNN 27 48 0 10 May 2022
Training Personalized Recommendation Systems from (GPU) Scratch: Look Forward not Backwards Youngeun Kwon Minsoo Rhu 16 27 0 10 May 2022
GROW: A Row-Stationary Sparse-Dense GEMM Accelerator for Memory-Efficient Graph Convolutional Neural Networks Ranggi Hwang M. Kang Jiwon Lee D. Kam Youngjoo Lee Minsoo Rhu GNN 11 20 0 01 Mar 2022
Energy-Efficient Deflection-based On-chip Networks: Topology, Routing, Flow Control Rachata Ausavarungnirun O. Mutlu 21 0 0 05 Dec 2021
LazyBatching: An SLA-aware Batching System for Cloud Machine Learning Inference Yujeong Choi Yunseong Kim Minsoo Rhu 11 66 0 25 Oct 2020
Tensor Casting: Co-Designing Algorithm-Architecture for Personalized Recommendation Training Youngeun Kwon Yunjae Lee Minsoo Rhu 11 39 0 25 Oct 2020
Enabling Compute-Communication Overlap in Distributed Deep Learning Training Platforms Saeed Rashidi Matthew Denton Srinivas Sridharan S. Srinivasan Amoghavarsha Suresh Jade Nie T. Krishna 13 45 0 30 Jun 2020
DeepRecSys: A System for Optimizing End-To-End At-scale Neural Recommendation Inference Udit Gupta Samuel Hsia V. Saraph Xiaodong Wang Brandon Reagen Gu-Yeon Wei Hsien-Hsin S. Lee David Brooks Carole-Jean Wu GNN 25 188 0 08 Jan 2020
Enabling Highly Efficient Capsule Networks Processing Through A PIM-Based Architecture Design Xingyao Zhang S. Song Chenhao Xie Jing Wang Wei-gong Zhang Xin Fu 15 20 0 07 Nov 2019
Echo: Compiler-based GPU Memory Footprint Reduction for LSTM RNN Training Bojian Zheng Abhishek Tiwari Nandita Vijaykumar Gennady Pekhimenko 13 44 0 22 May 2018