Training Personalized Recommendation Systems from (GPU) Scratch: Look Forward not Backwards

10 May 2022

Papers citing "Training Personalized Recommendation Systems from (GPU) Scratch: Look Forward not Backwards"

13 / 13 papers shown

Title
SCRec: A Scalable Computational Storage System with Statistical Sharding and Tensor-train Decomposition for Recommendation Models Jinho Yang Ji-Hoon Kim Joo-Young Kim 44 0 0 01 Apr 2025
Pushing the Performance Envelope of DNN-based Recommendation Systems Inference on GPUs Rishabh Jain Vivek M. Bhasi Adwait Jog A. Sivasubramaniam M. Kandemir Chita R. Das 33 2 0 29 Oct 2024
PreSto: An In-Storage Data Preprocessing System for Training Recommendation Models Yunjae Lee Hyeseong Kim Minsoo Rhu 42 3 0 11 Jun 2024
ElasticRec: A Microservice-based Model Serving Architecture Enabling Elastic Resource Scaling for Recommendation Models Yujeong Choi Jiin Kim Minsoo Rhu 39 1 0 11 Jun 2024
LazyDP: Co-Designing Algorithm-Software for Scalable Training of Differentially Private Recommendation Models Juntaek Lim Youngeun Kwon Ranggi Hwang Kiwan Maeng Edward Suh Minsoo Rhu SyDa 33 0 0 12 Apr 2024
Failure Tolerant Training with Persistent Memory Disaggregation over CXL Miryeong Kwon Junhyeok Jang Hanjin Choi Sangwon Lee Myoungsoo Jung 32 8 0 14 Jan 2023
FlexShard: Flexible Sharding for Industry-Scale Sequence Recommendation Models Geet Sethi Pallab Bhattacharya Dhruv Choudhary Carole-Jean Wu Christos Kozyrakis 24 5 0 08 Jan 2023
A Comprehensive Survey on Trustworthy Recommender Systems Wenqi Fan Xiangyu Zhao Xiao Chen Jingran Su Jingtong Gao ... Qidong Liu Yiqi Wang Hanfeng Xu Lei Chen Qing Li FaML 43 46 0 21 Sep 2022
Heterogeneous Acceleration Pipeline for Recommendation System Training Muhammad Adnan Yassaman Ebrahimzadeh Maboud Divyat Mahajan Prashant J. Nair 34 18 0 11 Apr 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 16 20 0 01 Mar 2022
BagPipe: Accelerating Deep Recommendation Model Training Saurabh Agarwal Chengpo Yan Ziyi Zhang Shivaram Venkataraman 37 17 0 24 Feb 2022
Distributed Hierarchical GPU Parameter Server for Massive Scale Deep Learning Ads Systems Weijie Zhao Deping Xie Ronglai Jia Yulei Qian Rui Ding Mingming Sun P. Li MoE 59 150 0 12 Mar 2020
RecNMP: Accelerating Personalized Recommendation with Near-Memory Processing Liu Ke Udit Gupta Carole-Jean Wu B. Cho Mark Hempstead ... Dheevatsa Mudigere Maxim Naumov Martin D. Schatz M. Smelyanskiy Xiaodong Wang 49 213 0 30 Dec 2019