Heterogeneous Data-Centric Architectures for Modern Data-Intensive Applications: Case Studies in Machine Learning and Databases

29 May 2022

Papers citing "Heterogeneous Data-Centric Architectures for Modern Data-Intensive Applications: Case Studies in Machine Learning and Databases"

25 / 25 papers shown

Title
GenStore: A High-Performance and Energy-Efficient In-Storage Computing System for Genome Sequence Analysis Nika Mansouri-Ghiasi Jisung Park Harun Mustafa Jeremie S. Kim Ataberk Olgun ... N. Alserr Rachata Ausavarungnirun Nandita Vijaykumar M. Alser O. Mutlu 57 28 0 21 Feb 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 67 67 0 04 Oct 2021
Google Neural Network Models for Edge Devices: Analyzing and Mitigating Machine Learning Inference Bottlenecks Amirali Boroumand Saugata Ghose Berkin Akin Ravi Narayanaswami Geraldo F. Oliveira Xiaoyu Ma Eric Shiu O. Mutlu 68 86 0 29 Sep 2021
FORMS: Fine-grained Polarized ReRAM-based In-situ Computation for Mixed-signal DNN Accelerator Geng Yuan Payman Behnam Zhengang Li Ali Shafiee Sheng Lin ... Hang Liu Xuehai Qian M. N. Bojnordi Yanzhi Wang Caiwen Ding 47 68 0 16 Jun 2021
FPGA-Based Near-Memory Acceleration of Modern Data-Intensive Applications Gagandeep Singh M. Alser Damla Senol Cali D. Diamantopoulos Juan Gómez Luna Henk Corporaal O. Mutlu 51 76 0 11 Jun 2021
QUAC-TRNG: High-Throughput True Random Number Generation Using Quadruple Row Activation in Commodity DRAM Chips Ataberk Olgun Minesh Patel A. G. Yaglikçi Haocong Luo Jeremie S. Kim Nisa Bostanci Nandita Vijaykumar Oguz Ergin O. Mutlu 63 64 0 19 May 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 59 86 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 93 84 0 08 May 2021
SISA: Set-Centric Instruction Set Architecture for Graph Mining on Processing-in-Memory Systems Maciej Besta Raghavendra Kanakagiri Grzegorz Kwa'sniewski Rachata Ausavarungnirun Jakub Beránek ... Salvatore Di Girolamo Marek Konieczny Nils Blach O. Mutlu Torsten Hoefler 41 86 0 15 Apr 2021
Mitigating Edge Machine Learning Inference Bottlenecks: An Empirical Study on Accelerating Google Edge Models Amirali Boroumand Saugata Ghose Berkin Akin Ravi Narayanaswami Geraldo F. Oliveira Xiaoyu Ma Eric Shiu O. Mutlu 52 29 0 01 Mar 2021
RecSSD: Near Data Processing for Solid State Drive Based Recommendation Inference Mark Wilkening Udit Gupta Samuel Hsia Caroline Trippel Carole-Jean Wu David Brooks Gu-Yeon Wei 61 115 0 29 Jan 2021
SynCron: Efficient Synchronization Support for Near-Data-Processing Architectures Christina Giannoula Nandita Vijaykumar Nikela Papadopoulou Vasileios Karakostas Ivan Fernandez Juan Gómez Luna Lois Orosa N. Koziris G. Goumas O. Mutlu 154 85 0 19 Jan 2021
Accelerating Genome Analysis: A Primer on an Ongoing Journey M. Alser Z. Bingöl Damla Senol Cali Jeremie S. Kim Saugata Ghose C. Alkan O. Mutlu 68 83 0 30 Jul 2020
Computing-in-Memory for Performance and Energy Efficient Homomorphic Encryption D. Reis Jonathan Takeshita Taeho Jung Michael Niemier X. S. Hu 32 42 0 05 May 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 66 222 0 30 Dec 2019
Improving RNN Transducer Modeling for End-to-End Speech Recognition Jinyu Li Rui Zhao Hu Hu Jiawei Liu 60 170 0 26 Sep 2019
TensorDIMM: A Practical Near-Memory Processing Architecture for Embeddings and Tensor Operations in Deep Learning Youngeun Kwon Yunjae Lee Minsoo Rhu 64 213 0 08 Aug 2019
TitAnt: Online Real-time Transaction Fraud Detection in Ant Financial Shaosheng Cao Xinxing Yang Cen Chen Jun Zhou Xiaolong Li Yuan Qi 57 59 0 18 Jun 2019
Streaming End-to-end Speech Recognition For Mobile Devices Yanzhang He Tara N. Sainath Rohit Prabhavalkar Ian McGraw R. Álvarez ... K. Sim Tom Bagby Shuo-yiin Chang Kanishka Rao A. Gruenstein 117 627 0 15 Nov 2018
Neural Cache: Bit-Serial In-Cache Acceleration of Deep Neural Networks Charles Eckert Xiaowei Wang Jingcheng Wang Arun K. Subramaniyan R. Iyer D. Sylvester D. Blaauw R. Das MQ 48 341 0 09 May 2018
Exploring Architectures, Data and Units For Streaming End-to-End Speech Recognition with RNN-Transducer Kanishka Rao Hasim Sak Rohit Prabhavalkar AI4TS 83 348 0 02 Jan 2018
GraphR: Accelerating Graph Processing Using ReRAM Linghao Song Youwei Zhuo Xuehai Qian Hai Helen Li Yiran Chen GNN 50 248 0 21 Aug 2017
Show and Tell: A Neural Image Caption Generator Oriol Vinyals Alexander Toshev Samy Bengio D. Erhan 3DV 260 6,035 0 17 Nov 2014
Long-term Recurrent Convolutional Networks for Visual Recognition and Description Jeff Donahue Lisa Anne Hendricks Marcus Rohrbach Subhashini Venugopalan S. Guadarrama Kate Saenko Trevor Darrell VLM 165 6,056 0 17 Nov 2014
Long Short-Term Memory Based Recurrent Neural Network Architectures for Large Vocabulary Speech Recognition Hasim Sak A. Senior F. Beaufays 105 1,052 0 05 Feb 2014