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Introduction to the Special Issue on USENIX FAST 2016

Treating the Storage Stack Like a Network

In a data center, an IO from an application to distributed storage traverses not only the network but also several software stages with diverse functionality. This set of ordered stages is known as the storage or IO stack. Stages include caches, hypervisors, IO schedulers, file systems, and device drivers. Indeed, in a typical data center, the... (more)

Writes Wrought Right, and Other Adventures in File System Optimization

File systems that employ write-optimized dictionaries (WODs) can perform random-writes, metadata... (more)

Isotope

Existing storage stacks are top heavy and expect little from block storage. As a result, new high-level storage abstractions—and new designs for existing abstractions—are difficult to realize, requiring developers to implement from scratch complex functionality such as failure atomicity and fine-grained concurrency control. In this... (more)

WiscKey

We present WiscKey, a persistent LSM-tree-based key-value store with a performance-oriented data layout that separates keys from values to minimize I/O amplification. The design of WiscKey is highly SSD optimized, leveraging both the sequential and random performance characteristics of the device.... (more)

Customizable SLO and Its Near-Precise Enforcement for Storage Bandwidth

Cloud service is being adopted as a utility for large numbers of tenants by renting Virtual Machines (VMs). But for cloud storage, unpredictable IO... (more)

CDF-LDPC

The raw error rate of a Solid-State drive (SSD) increases gradually with the increase of Program/Erase (P/E) cycles, retention time, and read cycles. Traditional approaches often use Error Correction Code (ECC) to ensure the reliability of SSDs. For error-free flash memory pages, time costs spent on ECC are redundant and make read performance... (more)

Exploiting I/O Reordering and I/O Interleaving to Improve Application Launch Performance

Application prefetchers improve application launch performance through either I/O reordering or I/O interleaving. However, there has been no proposal... (more)

The Design and Implementation of a Rekeying-Aware Encrypted Deduplication Storage System

Rekeying refers to an operation of replacing an existing key with a new key for encryption. It renews security protection to protect against key... (more)

NEWS

  • CFP - Special Issue on NVM and Storage (in detail)

  • TOS Editor-in-Chief featured in "People of ACM"
    Sam H. Noh is Editor-in-Chief of ACM Transactions on Storage (TOS) - featured in the periodic series "People of ACM", full article available here
    November 01, 2016
     

  • ACM Transaction on Storage (TOS) welcomes Sam H. Noh as its new Editor-in-Chief for a 3-year term, effective August 1, 2016.
    Sam H. Noh is a professor and Head of the School of the Electrical and Computer Engineering School at UNIST (Ulsan National Institute of Science and Technology) in Ulsan, Korea and a leader in the use of new memory technology such as flash memory and non-volatile memory in storage.
    - August 01, 2016

Forthcoming Articles
Optimizing File Systems with Fine-grained Metadata Journaling on Byte-addressable NVM

Journaling file systems have been widely adopted to support applications which demand data consistency.However,we observed that the overhead of journaling can cause up to 48.2% performance drop under certain workloads. The emerging high-performance, byte-addressable Non-volatile Memory (NVM) has the potential to minimize such overhead by being used as the journal device. The traditional journaling mechanism based on block devices is nevertheless unsuitable for NVM due to the write amplification of metadata journal we observed.In this paper,we propose a fine-grained metadata journal mechanism to fully utilize NVM so that the overhead of journaling can be significantly reduced. Based on the observation that conventional block-based metadata journal contains up to 90% clean metadata, we design a fine-grained journal format for byte-addressable NVM which contains only modified metadata.Moreover,we redesign the process of transaction commit, checkpointing and recovery in journaling file systems utilizing the new journal format. Therefore, the overhead of journaling can be reduced without compromising the file system consistency. To evaluate our fine-grained metadata journaling mechanism, we have implement a journaling file system prototype based on Ext4 and JBD2 in Linux. Experimental results show that our NVM-based fine-grained metadata journaling is up to 15.8x faster than the traditional approach under FileBench workloads.

Lazy Exact Deduplication

Deduplication aims to reduce duplicate data in storage systems by removing redundant copies of data blocks, which are compared to one another using fingerprints. However, repeated on-disk fingerprint lookups lead to high disk traffic, which results in a bottleneck. In this paper, we propose a "lazy" data deduplication method which buffers incoming fingerprints which are used to perform on-disk lookups in batches, with the aim of improving subsequent prefetching. In deduplication in general, prefetching is used to improve the cache hit rate by exploiting locality within the incoming fingerprint stream. For lazy deduplication, we design a buffering strategy that preserves locality in order to facilitate prefetching. Furthermore, as the proportion of deduplication time spent on I/O decreases, the proportion spent on fingerprint calculation and chunking increases. Thus, we also utilize parallel approaches to further improve the overall performance. Experimental results indicate that the lazy method improves fingerprint identification performance by over 50% compared with an "eager" method with the same data layout. Deduplication performance can be improved by over 45% on SSD and 80% on HDD in the last round on the real data sets.

Reducing Write Amplification of Flash Storage through Cooperative Data Management with NVM

Write amplification is a critical factor that limits the stable performance of flash-based storage systems. To reduce write amplification, this paper presents a new technique that cooperatively manages data in flash storage and nonvolatile memory (NVM). Our scheme basically considers NVM as the cache of flash storage, but allows the original data in flash storage to be invalidated if there is a cached copy in NVM, which can temporarily serve as the original data. This scheme eliminates the copy-out operation for a substantial number of cached data, thereby enhancing garbage collection efficiency. Simulated results show that the proposed scheme reduces the copy-out overhead of garbage collection by 51.4% and decreases the standard deviation of response time by 35.4% on average. Measurement results obtained by implementing the proposed scheme in BlueDBM , an open-source flash development platform developed by MIT, show that the proposed scheme reduces the execution time and IOPS by 2-21% and 3-18%, respectively, for the workloads that we considered.

Introduction to the Special Issue on MSST 2016

Bibliometrics

Publication Years 2005-2017
Publication Count 213
Citation Count 1478
Available for Download 213
Downloads (6 weeks) 1810
Downloads (12 Months) 14656
Downloads (cumulative) 142074
Average downloads per article 667
Average citations per article 7
First Name Last Name Award
Emery David Berger ACM Senior Member (2010)
Surendar Chandra ACM Senior Member (2009)
Deborah Estrin ACM Athena Lecturer Award (2006)
Armando Fox ACM Karl V. Karlstrom Outstanding Educator Award (2015)
ACM Distinguished Member (2011)
ACM Senior Member (2009)
Gregory Ganger ACM Distinguished Member (2007)
Garth A Gibson ACM Doctoral Dissertation Award
Series Winner (1991) ACM Doctoral Dissertation Award
Series Winner (1991)
Ragib Hasan ACM Senior Member (2015)
John Heidemann ACM Senior Member (2007)
Ethan L Miller ACM Distinguished Member (2013)
Walid Najjar ACM Distinguished Member (2015)
ACM Senior Member (2014)
Stefan Savage ACM Prize in Computing (2015)
Anand Sivasubramaniam ACM Distinguished Member (2010)
ACM Senior Member (2009)
Gene Tsudik ACM Senior Member (2013)
David Wagner ACM Doctoral Dissertation Award
Honorable Mention (2001) ACM Doctoral Dissertation Award
Honorable Mention (2001)
Randy Wang ACM Eugene L. Lawler Award for Humanitarian Contributions within Computer Science and Informatics (2007)
Tao Xie ACM Distinguished Member (2015)
ACM Senior Member (2011)
Demetris Zeinalipour ACM Senior Member (2016)
Yuanyuan Zhou ACM Distinguished Member (2011)

First Name Last Name Paper Counts
Andrea Arpaci-Dusseau 10
Youjip Won 6
Teiwei Kuo 6
Remzi Arpaci-Dusseau 6
Erez Zadok 6
Ethan Miller 6
Bianca Schroeder 5
Dan Feng 5
Raju Rangaswami 4
Remzi Arpaci-Dusseau 4
Hong Jiang 4
Jiwu Shu 4
Charles Wright 4
Randal Burns 4
Heonyoung Yeom 4
Narasimha Reddy 4
Hyokyung Bahn 4
Weimin Zheng 4
Xiao Qin 4
Lidong Zhou 3
Cheng Chen 3
Hyeonsang Eom 3
Youngjin Yu 3
Changsheng XIE 3
Darrell Long 3
Suzhen Wu 3
Stergios Anastasiadis 3
Yuanhao Chang 3
Jenwei Hsieh 3
Song Jiang 3
James Cipar 3
Vijayan Prabhakaran 3
Qingsong Wei 3
Guangyan Zhang 3
An Wang 3
Lipin Chang 3
Ilias Iliadis 3
Yuanyuan Zhou 3
Jianxi Chen 3
Geoff Kuenning 3
Nitin Agrawal 3
Ohad Rodeh 3
Bo Mao 3
Patrick Lee 3
Amogh Akshintala 2
Peter Desnoyers 2
Kyuho Park 2
André Brinkmann 2
Swaminathan Sundararaman 2
Sriram Subramanian 2
Dongin Shin 2
Lei Tian 2
Leif Walsh 2
Martín Farach-Colton 2
Prashant Pandey 2
Gregory Ganger 2
Roger Zimmermann 2
Jun Yuan 2
Tao Xie 2
Mahesh Balakrishnan 2
Erik Riedel 2
Ahmed Amer 2
Taeho Hwang 2
Jaemin Jung 2
Michael Bender 2
Jeffrey Chase 2
Eno Thereska 2
Eunji Lee 2
Scott Brandt 2
Wei Xue 2
Kiran Muniswamy-Reddy 2
Bradley Kuszmaul 2
Evangelos Eleftheriou 2
Xiaoyu Hu 2
Nikolai Joukov 2
Chinhsien Wu 2
Mark Storer 2
Yang Zhan 2
Kaladhar Voruganti 2
Lanyue Lu 2
Ashvin Goel 2
Shu Yin 2
Michael Swift 2
Gopalan Sivathanu 2
Alma Riska 2
Mahmut Kandemir 2
Arkady Kanevsky 2
Fred Douglis 2
Rob Johnson 2
Donald Porter 2
Feng Chen 2
Daniel Fryer 2
Angela Brown 2
Jayanta Basak 2
Mario Blaum 2
Adam Manzanares 2
William Bolosky 2
Gene Tsudik 2
Bo Hong 2
Anand Sivasubramaniam 2
Xiaoning Ding 2
Yuehai Xu 2
Darrell Long 2
Chris Dragga 2
Samhyuk Noh 2
Xubin He 2
Sudhanva Gurumurthi 2
Ali Tosun 2
Xiaojun Ruan 2
Jongmin Gim 2
Peter Reiher 2
Eitan Bachmat 2
Zhenmin Li 2
John MacCormick 2
William Jannen 2
Leo Arulraj 1
Einar Mykletun 1
Weikeng Liao 1
Josef Bacik 1
Deepak Bobbarjung 1
Walid Najjar 1
Lars Nagel 1
Radu Sion 1
Seokhei Cho 1
Sooyong Kang 1
Pieter Hartel 1
John Heidemann 1
Xiaodong Li 1
Lingfang Zeng 1
Chandramohan Thekkath 1
Philip YU 1
Kirsten Hildrum 1
Seonho Kim 1
Ron Arnan 1
Abutalib Aghayev 1
Ao Ma 1
Mark Chamness 1
Venugopalan Ramasubramanian 1
Jin Li 1
Anton Kos 1
Veljko Milutinovic 1
Kanchi Gopinath 1
Tudor Marian 1
Zhen Huang 1
Xiao Qin 1
Nguyen Tran 1
Frank Chiang 1
Yulai Xie 1
David Wagner 1
Dilma Silva 1
Lakshmi Bairavasundaram 1
Kimberly Keeton 1
Kaushik Veeraraghavan 1
Phillipa Gill 1
Ricardo Koller 1
Haifeng Yu 1
Windsor Hsu 1
Hyojun Kim 1
Adilet Kachkeev 1
James Plank 1
Robert Hall 1
Samuel Braunfeld 1
Alptekin Küpçü 1
Öznur Özkasap 1
Tao Xie 1
Tianyu Wo 1
Kaiwei Li 1
Asim Kadav 1
Xiaosong Ma 1
Stephen Scott 1
Hyungkyu Chang 1
Sukwoo Kang 1
Sheng Qiu 1
Christina Strong 1
Soyoon Lee 1
Sanjeev Trika 1
Debra Hensgen 1
Krishna Kant 1
Tsansheng Hsu 1
Weikuan Shih 1
Pochun Huang 1
Picheng Hsiu 1
Rohit Jain 1
Joel Wolf 1
Phung Huynh 1
Aichun Pang 1
Hyunjin Choi 1
Jaewoo Choi 1
Junfeng Yang 1
Ningfang Mi 1
Vagelis Hristidis 1
Cheng Huang 1
Gaewon You 1
Jasna Milovanovic 1
Jaka Sodnik 1
Sara Stancin 1
Dan Feng 1
Chuan Qin 1
Jiyong Shin 1
Kevin Harms 1
William Allcock 1
Yubiao Pan 1
Ernst Biersack 1
Jianzhong Huang 1
Jinyang Li 1
Jiwu Shu 1
Weihang Jiang 1
Vasily Tarasov 1
Edmund Nightingale 1
Amin Vahdat 1
Changxun Wu 1
Mark Huang 1
Clement Dickey 1
Jibin Wang 1
Sungjin Lee 1
Chunming Hu 1
Lee Ward 1
Fan Yang 1
Weishinn Ku 1
Jianhong Lin 1
Dahlia Malkhi 1
Jonathan Strickland 1
Junseok Shim 1
Gokhan Memik 1
Kei Davis 1
Cezary Dubnicki 1
Stephanie Jones 1
Douglas Santry 1
Ragib Hasan 1
David Holland 1
Michael Vrable 1
Geoffrey Voelker 1
Alexandros Batsakis 1
Avishay Traeger 1
Sungroh Yoon 1
Tsengyi Chen 1
Geming Chiu 1
Ian Adams 1
Chunghsien Wu 1
Sugata Ghosal 1
Kristof Roomp 1
Lisa Fleischer 1
Hong Zhu 1
Ruben Michel 1
Mansour Shafaei 1
Gerardo Pelosi 1
Wonil Choi 1
Ajay Dholakia 1
Zoran Dimitrijević 1
Klaus Schauser 1
Nick Murphy 1
Dongin Shin 1
Evgenia Smirni 1
Chunho Ng 1
Yungfeng Lu 1
Sašo Tomažič 1
Randolph Wang 1
Philip Carns 1
Charles Bacon 1
Runhui Li 1
Sriram Sankar 1
Keqin Li 1
Alysson Bessani 1
Miguel Correia 1
Dan Tsafrir 1
Chongfeng Hu 1
Austin Donnelly 1
Lars Bongo 1
Jin Qian 1
Shaun Benjamin 1
Michael Kozuch 1
Hong Jiang 1
Yue Yang 1
Ao Ma 1
Sangwhan Moon 1
Dongkun Shin 1
Youngjin Kim 1
Yao Sun 1
Yangwook Kang 1
Tom Friedetzky 1
Toni Cortes 1
Anthony Skjellum 1
Enhong Chen 1
Zhichao Li 1
Satoshi Sugahara 1
Rakesh Iyer 1
Jian Zhang 1
Suresh Jagannathan 1
Dimitrios Gunopulos 1
Matthias Grawinkel 1
Jeanna Matthews 1
Jongmoo Choi 1
Hsinwen Wei 1
Mohammed Khatib 1
Hyungjong Shin 1
Sarita Adve 1
Michail Flouris 1
Chengkang Hsieh 1
Akshay Katta 1
Michael Stumm 1
Puja Gupta 1
Yizheng Jiao 1
Sara Foresti 1
Pierangela Samarati 1
Windsor Hsu 1
David Quigley 1
Dinh Tran 1
Ellis Wilson 1
John Shalf 1
Ming Li 1
Lei Tian 1
Jon Elerath 1
Jiri Schindler 1
Gyudong Shim 1
Youngwoo Park 1
Qiang Cao 1
Min Xu 1
Seungwon Hwang 1
Navendu Jain 1
Lawrence You 1
Greg O'Shea 1
Pooja Deo 1
Shigui Qi 1
Sangsoo Park 1
Zhan Shi 1
Jingwei Li 1
Zachary Peterson 1
Kai Li 1
Thanumalayan Pillai 1
Samuel Lang 1
Mark Shaw 1
Xianghong Luo 1
Yan Li 1
Hyungju Cho 1
Taesun Chung 1
Mary Baker 1
Priya Sehgal 1
Abhishek Rajimwale 1
Joseph Murray 1
Armando Fox 1
Andrew Huang 1
Kai Li 1
Rahat Mahmood 1
Lawrence Chiu 1
Lianghong Xu 1
Jianwen Zhu 1
Shan Lu 1
Jiguang Wan 1
Benlong Zhang 1
Jinpeng Huai 1
Matthew Curry 1
Ming Wu 1
Wenguang Chen 1
Mohammed Alghamdi 1
Maithili Narasimha 1
Yang Wang 1
Vincent Freeh 1
Nandan Tammineedi 1
Chris Mason 1
Youyou Lu 1
Long Sun 1
Marianne Winslett 1
James Lentini 1
Rick Coulson 1
Kuoyi Huang 1
Tsungtai Yeh 1
Eunki Kim 1
Angelos Bilas 1
Kevin Bowers 1
Guanying Wu 1
Ben Eckart 1
Sajib Kundu 1
Thomas Schwarz 1
Harikesavan Krishnan 1
Guanlin Lu 1
Christos Karamanolis 1
Magnus Karlsson 1
Myoungsoo Jung 1
Yihua Zhang 1
Edward Chang 1
Mingdi Xue 1
Ioan Stefanovici 1
Zardosht Kasheff 1
Ning Li 1
Hakim Weatherspoon 1
Anxiao(Andrew) Jiang 1
Nitin Garg 1
Hariharan Gopalakrishnan 1
Robert Latham 1
Robert Ross 1
John Lui 1
Yuxing Peng 1
Garth Gibson 1
Bruno Quaresma 1
Dushyanth Narayanan 1
Jason Flinn 1
Xuechen Zhang 1
Garth Gibson 1
Mathew Oldham 1
Emery Berger 1
Jacob Lorch 1
TingHao Cheng 1
Alexey Tumanov 1
Jack Sun 1
Ertem Esiner 1
Christopher Meyers 1
Rubao Lee 1
Wei Wang 1
Alexander Thomasian 1
Ivan Popov 1
Zhiwei Sun 1
Ji Zhang 1
Masaaki Tanaka 1
Ying Lin 1
Tyler Simon 1
Jaemin Ryu 1
Yongdai Kim 1
Gerald Popek 1
Assaf Natanzon 1
Xiaojian Wu 1
Demetrios Zeinalipour-Yazti 1
Song Lin 1
John Garrison 1
Knut Grimsrud 1
Byeonggil Jeon 1
Deborah Estrin 1
Thanos Makatos 1
Kaushik Dutta 1
Jay Dave 1
Rachel Traylor 1
Surendar Chandra 1
Xiaoyun Zhu 1
Sai Huang 1
Avani Wildani 1
David Essary 1
Yongchiang Tay 1
Seungho Lim 1
Bradley Vander Zanden 1
Jun Yang 1
Minghua Chen 1
Andromachi Hatzieleftheriou 1
Zhifeng Chen 1
Michael Abd-El-Malek 1
Michael Reiter 1
Garth Goodson 1
William Josephson 1
Brian Noble 1
Sotirios Damouras 1
James Megquier 1
Luis Bathen 1
Binny Gill 1
Aydan Yumerefendi 1
Philip Shilane 1
Grant Wallace 1
Kuei Sun 1
Hyojun Kim 1
Cristian Ungureanu 1
Nitin Gupta 1
João Paulo 1
Kushal Wadhwani 1
Abhinav Sharma 1
Binbing Hou 1
P Nagesh 1
Alberto Miranda 1
Sascha Effert 1
Mohit Saxena 1
Youshan Miao 1
Ming Chen 1
Vana Kalogeraki 1
Rekha Pitchumani 1
Thomas Talpey 1
Di Ma 1
Vinodh Venkatesan 1
Haim Helman 1
David Chambliss 1
Deepak Ganesan 1
Ramesh Govindan 1
Yannis Klonatos 1
Manolis Marazakis 1
Jianqiang Luo 1
Alina Oprea 1
Lihao Xu 1
Marcus Jager 1
Ryan Peterson 1
Kenneth Sevcik 1
Feng Wang 1
Ankur Mittal 1
Phaneendra Reddy 1
Stefano Paraboschi 1
Mohammad Zubair 1
Shuwen Gao 1
KK Rao 1
Anthony Tung 1
Richard Spillane 1
David Donofrio 1
Chihyuan Huang 1
Hong Jiang 1
Yinjin Fu 1
Qin Xin 1
James Plank 1
Peter Trifonov 1
PingYi Hsu 1
Jingning Liu 1
Muthian Sivathanu 1
Sumeet Sobti 1
Junwen Lai 1
Arvind Krishnamurthy 1
Yinlong Xu 1
Qian Chang 1
Fenghao Zhang 1
Nihat Altiparmak 1
Kushagra Vaid 1
Sejin Kwon 1
Tomer Hertz 1
David Flynn 1
Elie Krevat 1
Mike Qin 1
Kahwai Lee 1
Sarah Diesburg 1
Naeyoung Song 1
Yongseok Son 1
Junyao Li 1
Jihong Kim 1
Wentao Han 1
Amanpreet Mukker 1
Xunfei Jiang 1
Yupu Zhang 1
Dutch Meyer 1
Sudharshan Vazhkudai 1
Qian Wang 1
Alok Choudhary 1
Mais Nijim 1
Stefan Savage 1
Changhyun Park 1
Jaehyuk Cha 1
Ben Greenstein 1
Beomjoo Seo 1
Akshat Verma 1
Taokai Lam 1
John Esmet 1
Sabrina Vimercati 1
Darren Sawyer 1
Marina Blanton 1
Jai Menon 1
Rajiv Wickremesinghe 1
Udi Wieder 1
Qi Zhang 1
Kevin Greenan 1
Medha Bhadkamkar 1
Fernando Farfán 1
Adam Buchsbaum 1
Yankit Li 1
Vesna Pavlović 1
Hyeongseog Kim 1
Robert Haas 1
Kristal Pollack 1
Kanchan Chandnani 1
Nan Su 1
Linjun Mei 1
Yongsoo Joo 1
Jehoshua Bruck 1
Feng Zheng 1
Liping Xiang 1
Matthew Wachs 1
Karan Sanghi 1
Fernando André 1
Antony Rowstron 1
Gordon Hughes 1
Daniel Ellard 1
Paulo Sousa 1
Charles Weddle 1
Mark Corner 1
John Douceur 1
Nitin Agrawal 1
Mingqiang Li 1
Sangeetha Seshadri 1
José Pereira 1
Mark Stanovich 1
Xiaolan Chen 1
Hyuck Han 1
Marshall McKusick 1
Peng Xu 1
Junbin Kang 1
Ye Zhai 1

Affiliation Paper Counts
Dankook University 1
University of Texas at Arlington 1
University of Bergamo 1
University of Electronic Science and Technology of China 1
Dongduk Women's University 1
Los Alamos National Laboratory 1
Kookmin University 1
Sungkyunkwan University 1
Universitat Politecnica de Catalunya 1
Harvard University 1
The University of British Columbia 1
Apple Computer 1
National Taichung Institute of Technology Taiwan 1
Dartmouth College 1
Qualcomm Incorporated 1
Earlham College 1
Indian Institute of Science 1
AT&T Inc. 1
Sun Microsystems 1
Imperial College London 1
University of Southern California, Information Sciences Institute 1
University of Denver 1
University of Washington, Seattle 1
The University of Tennessee System 1
Yonsei University 1
Saint Petersburg State Polytechnical University 1
Tamkang University 1
University of Durham 1
New Jersey Institute of Technology 1
Politecnico di Milano 1
Dickinson College, Pittsburgh 1
University of California, Berkeley 1
Complutense University of Madrid 1
Oracle Corporation 1
University of California, Santa Barbara 1
University of Northern Iowa 1
Temple University 1
Salk Institute for Biological Studies 1
University of Cyprus 1
Amazon.com, Inc. 1
Symantec Corporation 1
Barcelona Supercomputing Center 1
Al Baha University 1
Lawrence Berkeley National Laboratory 2
Louisiana State University 2
Cornell University 2
Santa Clara University 2
National Taipei University of Technology 2
Stanford University 2
Sandia National Laboratories 2
University of Pittsburgh 2
The College of William and Mary 2
Hongik University 2
National Tsing Hua University 2
University of Minho 2
University of Twente 2
IBM, USA 2
University of Notre Dame 2
University of Virginia 2
Massachusetts Institute of Technology 2
University of Tokyo 2
University of Alabama at Birmingham 2
Ben-Gurion University of the Negev 2
New Mexico Institute of Mining and Technology 2
Rutgers, The State University of New Jersey 2
California Institute of Technology 2
Pohang University of Science and Technology 2
University of Belgrade 2
Harvard School of Engineering and Applied Sciences 2
Harvey Mudd College 3
Virginia Commonwealth University 3
IBM India Research Laboratory New Delhi 3
Ohio State University 3
Yale University 3
Google Inc. 3
Northwestern University 3
Duke University 3
Purdue University 3
National Chiao Tung University Taiwan 3
University of Tennessee, Knoxville 3
National University of Singapore 3
Oak Ridge National Laboratory 3
National University of Defense Technology China 3
University Michigan Ann Arbor 3
University of Milan 3
Korea Advanced Institute of Science & Technology 3
Microsoft Research Asia 3
Ewha Women's University 4
Ajou University 4
Samsung Electronics Co. Ltd. 4
University of Ioannina 4
North Carolina State University 4
Seagate Research 4
IBM Almaden Research Center 4
HP Labs 4
University of Massachusetts Amherst 4
Academia Sinica Taiwan 4
San Diego State University 4
New York University 4
The University of North Carolina at Chapel Hill 4
Northeastern University 4
University of Southern California 4
University of California, Riverside 4
University of Ljubljana 4
University of Texas System 4
Koc University 5
NEC Laboratories America, Inc. 5
Foundation for Research and Technology-Hellas 5
University of California, Los Angeles 5
National Taiwan University of Science and Technology 5
Johannes Gutenberg University Mainz 5
Microsoft Research Cambridge 5
Universidade de Lisboa 5
Xiamen University 6
Johns Hopkins University 6
Microsoft Corporation 6
University of California, Irvine 6
Beihang University 6
University of California, San Diego 6
Argonne National Laboratory 7
Pennsylvania State University 7
University of Nebraska - Lincoln 7
Intel Corporation 7
EMC Corporation 7
University of Science and Technology of China 7
Wayne State University 8
Florida State University 8
Wuhan National Laboratory for Optoelectronics 8
Date Storage Institute, A-Star, Singapore 8
Princeton University 9
IBM Zurich Research Laboratory 9
Florida International University 10
Texas A and M University 10
Chinese University of Hong Kong 10
IBM Thomas J. Watson Research Center 10
Auburn University 12
University of Illinois at Urbana-Champaign 12
National Taiwan University 13
Carnegie Mellon University 16
Hanyang University 17
Huazhong University of Science and Technology 20
Seoul National University 21
University of Toronto 22
Microsoft Research 22
Tsinghua University 23
University of California, Santa Cruz 25
Stony Brook University 39
University of Wisconsin Madison 41

ACM Transactions on Storage (TOS) - Special Issue on USENIX FAST 2016 and Regular Papers
Archive


2017
Volume 13 Issue 1, March 2017 Special Issue on USENIX FAST 2016 and Regular Papers

2016
Volume 12 Issue 4, August 2016
Volume 12 Issue 3, June 2016
Volume 12 Issue 2, February 2016
Volume 12 Issue 1, February 2016 Special Issue on Massive Storage Systems and Technologies (MSST 2015)

2015
Volume 11 Issue 4, November 2015 Special Issue USENIX FAST 2015
Volume 11 Issue 3, July 2015
Volume 11 Issue 2, March 2015
Volume 11 Issue 1, February 2015

2014
Volume 10 Issue 4, October 2014 Special Issue on Usenix Fast 2014
Volume 10 Issue 3, July 2014
Volume 10 Issue 2, March 2014
Volume 10 Issue 1, January 2014

2013
Volume 9 Issue 4, November 2013
Volume 9 Issue 3, August 2013
Volume 9 Issue 2, July 2013
Volume 9 Issue 1, March 2013

2012
Volume 8 Issue 4, November 2012
Volume 8 Issue 3, September 2012
Volume 8 Issue 2, May 2012
Volume 8 Issue 1, February 2012
Volume 7 Issue 4, January 2012

2011
Volume 7 Issue 3, October 2011
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Volume 7 Issue 1, June 2011
Volume 6 Issue 4, May 2011

2010
Volume 6 Issue 3, September 2010
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2009
Volume 5 Issue 4, December 2009
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Volume 5 Issue 1, March 2009
Volume 4 Issue 4, January 2009

2008
Volume 4 Issue 3, November 2008
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Volume 4 Issue 1, May 2008
Volume 3 Issue 4, February 2008

2007
Volume 3 Issue 3, October 2007
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2006
Volume 2 Issue 4, November 2006
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Volume 2 Issue 1, February 2006

2005
Volume 1 Issue 4, November 2005
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Volume 1 Issue 1, February 2005
 
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