Title
OVERLORD: Ultimate Scaling of DataLoader for Multi-Source Large Foundation Model Training Juntao Zhao Qi Lu Wei Jia Borui Wan Lei Zuo ... Y. Hu Yanghua Peng H. Lin Xin Liu Chuan Wu AI4CE 32 0 0 14 Apr 2025
PREBA: A Hardware/Software Co-Design for Multi-Instance GPU based AI Inference Servers Gwangoo Yeo Jiin Kim Yujeong Choi Minsoo Rhu 69 0 0 28 Nov 2024
TensorSocket: Shared Data Loading for Deep Learning Training Ties Robroek Neil Kim Nielsen Pınar Tözün 21 2 0 27 Sep 2024
PreSto: An In-Storage Data Preprocessing System for Training Recommendation Models Yunjae Lee Hyeseong Kim Minsoo Rhu 24 3 0 11 Jun 2024
Beyond Efficiency: Scaling AI Sustainably Carole-Jean Wu Bilge Acun Ramya Raghavendra Kim Hazelwood GNN 33 13 0 08 Jun 2024
Bullion: A Column Store for Machine Learning Gang Liao Ye Liu Jianjun Chen Daniel J. Abadi 24 5 0 13 Apr 2024
Data Acquisition: A New Frontier in Data-centric AI Lingjiao Chen Bilge Acun Newsha Ardalani Yifan Sun Feiyang Kang ... Yongchan Kwon Ruoxi Jia Carole-Jean Wu Matei A. Zaharia James Y. Zou 27 8 0 22 Nov 2023
InTune: Reinforcement Learning-based Data Pipeline Optimization for Deep Recommendation Models Kabir Nagrecha Lingyi Liu P. Delgado Prasanna Padmanabhan OffRL AI4CE 14 5 0 13 Aug 2023
TPU v4: An Optically Reconfigurable Supercomputer for Machine Learning with Hardware Support for Embeddings N. Jouppi George Kurian Sheng R. Li Peter C. Ma R. Nagarajan ... Brian Towles C. Young Xiaoping Zhou Zongwei Zhou David A. Patterson BDL VLM 22 334 0 04 Apr 2023
FlexShard: Flexible Sharding for Industry-Scale Sequence Recommendation Models Geet Sethi Pallab Bhattacharya Dhruv Choudhary Carole-Jean Wu Christos Kozyrakis 9 4 0 08 Jan 2023
Mystique: Enabling Accurate and Scalable Generation of Production AI Benchmarks Mingyu Liang Wenyin Fu Louis Feng Zhongyi Lin P. Panakanti Shengbao Zheng Srinivas Sridharan Christina Delimitrou 11 12 0 16 Dec 2022
RecD: Deduplication for End-to-End Deep Learning Recommendation Model Training Infrastructure Mark Zhao Dhruv Choudhary Devashish Tyagi A. Somani Max Kaplan ... Jongsoo Park Aarti Basant Niket Agarwal Carole-Jean Wu Christos Kozyrakis VLM 8 6 0 09 Nov 2022
tf.data service: A Case for Disaggregating ML Input Data Processing Andrew Audibert Yangrui Chen D. Graur Ana Klimovic Jiří Šimša C. A. Thekkath 34 16 0 26 Oct 2022
Accelerating Transfer Learning with Near-Data Computation on Cloud Object Stores Arsany Guirguis Diana Petrescu Florin Dinu D. Quoc Javier Picorel R. Guerraoui 19 0 0 16 Oct 2022
Understanding Scaling Laws for Recommendation Models Newsha Ardalani Carole-Jean Wu Zeliang Chen Bhargav Bhushanam Adnan Aziz 21 28 0 17 Aug 2022
CoVA: Exploiting Compressed-Domain Analysis to Accelerate Video Analytics Jinwoo Hwang Minsu Kim Daeun Kim Seungho Nam Yoonsung Kim Dohee Kim Hardik Sharma Jongse Park 30 14 0 02 Jul 2022
Heterogeneous Acceleration Pipeline for Recommendation System Training Muhammad Adnan Yassaman Ebrahimzadeh Maboud Divyat Mahajan Prashant J. Nair 11 16 0 11 Apr 2022
RecShard: Statistical Feature-Based Memory Optimization for Industry-Scale Neural Recommendation Geet Sethi Bilge Acun Niket Agarwal Christos Kozyrakis Caroline Trippel Carole-Jean Wu 31 65 0 25 Jan 2022
tf.data: A Machine Learning Data Processing Framework D. Murray Jiří Šimša Ana Klimovic Ihor Indyk PINN AI4CE LMTD 39 86 0 28 Jan 2021