Non-Volatile Systems Lab

Publications

Selected

An Empirical Guide to the Behavior and Use of Scalable Persistent Memory Jian Yang, Juno Kim, Morteza Hoseinzadeh, Joseph Izraelevitz, Steve Swanson FAST 2020
Basic Performance Measurements of the Intel Optane DC Persistent Memory Module Joseph Izraelevitz, Jian Yang, Lu Zhang, Juno Kim, Xiao Liu, Amirsaman Memaripour, Yun Joon Soh, Zixuan Wang, Yi Xu, Subramanya R. Dulloor, Jishen Zhao, Steven Swanson arXiv 2019
FileMR: Rethinking RDMA Networking for Scalable Persistent Memory Jian Yang, Joseph Izraelevitz, Steven Swanson USENIX ATC 2020
Orion: A Distributed File System for Non-Volatile Main Memories and RDMA-Capable Networks Jian Yang, Joseph Izraelevitz, Steven Swanson FAST 2019
Coda: An End-to-End Neural Program Decompiler Cheng Fu, Huili Chen, Haolan Liu, Xinyun Chen, Yuandong Tian, Farinaz Koushanfar, Jishen Zhao the Proceedings of Conference on Neural Information Processing System (NeurIPS) 2019
Binary Star: Coordinated Reliability in Heterogeneous Memory Systems for High Performance and Scalability Xiao Liu, David Roberts, Rachata Ausavarungnirun, Onur Mutlu, Jishen Zhao MICRO 2019
SSP: Eliminating Redundant Writes in Failure-Atomic NVRAMs via Shadow Sub-Paging Yuanjiang Ni, Jishen Zhao, Heiner Litz, Daniel Bittman, Ethan Miller MICRO 2019
PMTest: A Fast and Flexible Testing Framework for Persistent Memory Programs Sihang Liu, Yizhou Wei, Jishen Zhao, Aasheesh Kolli, Samira Khan ASPLOS 2019
NV-Heaps: Making Persistent Objects Fast and Safe With Next-Generation, Non-Volatile Memories Joel Coburn, Adrian M. Caulfield, Ameen Akel, Laura M. Grupp, Rajesh K. Gupta, Ranjit Jhala, Steven Swanson ASPLOS 2011
NOVA: A Log-structured File System for Hybrid Volatile/Non-volatile Main Memories Jian Xu, Steven Swanson FAST 2016
Characterizing flash memory: anomalies, observations, and applications Laura M. Grupp, Adrian M. Caulfield, Joel Coburn, Steven Swanson, Eitan Yaakobi, Paul H. Siegel, Jack K. Wolf MICRO 2009
Gordon: using flash memory to build fast, power-efficient clusters for data-intensive applications Adrian M. Caulfield, Laura M. Grupp, Steven Swanson ASPLOS 2009
Moneta: A High-Performance Storage Array Architecture for Next-Generation, Non-volatile Memories Adrian M. Caulfield, Arup De, Joel Coburn, Todor I. Mollov, Rajesh K. Gupta, Steven Swanson MICRO 2010
NOVA-Fortis: A Fault-Tolerant Non-Volatile Main Memory File System Jian Xu, Lu Zhang, Amirsaman Memaripour, Akshatha Gangadharaiah, Amit Borase, Tamires Brito Da Silva, Steven Swanson, Andy Rudoff SOSP 2017
Orion: A Distributed File System for Non-Volatile Main Memories and RDMA-Capable Networks Jian Yang, Joseph Izraelevitz, Steven Swanson FAST 2019
Reliably Erasing Data From Flash-based Solid State Drives Michael Wei, Laura M. Grupp, Frederick E. Spada, Steven Swanson FAST 2011
The beginning of a new era of programmable solid-state storage in cloud data centers Jaeyoung Do, Sudipta Sengupta, Steven Swanson CACM 2019
Gordon: An Improved Architecture for Data-Intensive Applications Adrian M. Caulfield, Laura M. Grupp, Steven Swanson IEEE Micro 2010

Next-Generation Memories & Architectures

An Empirical Guide to the Behavior and Use of Scalable Persistent Memory Jian Yang, Juno Kim, Morteza Hoseinzadeh, Joseph Izraelevitz, Steve Swanson FAST 2020
Pronto: Easy and Fast Persistence for Volatile Data Structures Amirsaman Memaripour, Joseph Izraelevitz, Steven Swanson ASPLOS 2020
Breeze: User-Level Access to Non-Volatile Main Memories for Legacy Software A. Memaripour, S. Swanson 2018 IEEE 36th International Conference on Computer Design (ICCD) 2018
Persistent Memory Workload Characterization: A Hardware Perspective Xiao Liu, Bhaskar Jupudi, Pankaj Mehra, Jishen Zhao the Proceedings of IEEE International Symposium on Workload Characterization (IISWC) 2019
FileMR: Rethinking RDMA Networking for Scalable Persistent Memory Jian Yang, Joseph Izraelevitz, Steven Swanson USENIX ATC 2020
Orion: A Distributed File System for Non-Volatile Main Memories and RDMA-Capable Networks Jian Yang, Joseph Izraelevitz, Steven Swanson FAST 2019
Binary Star: Coordinated Reliability in Heterogeneous Memory Systems for High Performance and Scalability Xiao Liu, David Roberts, Rachata Ausavarungnirun, Onur Mutlu, Jishen Zhao MICRO 2019
SSP: Eliminating Redundant Writes in Failure-Atomic NVRAMs via Shadow Sub-Paging Yuanjiang Ni, Jishen Zhao, Heiner Litz, Daniel Bittman, Ethan Miller MICRO 2019
Ziggurat: a tiered file system for non-volatile main memories and disks Shengan Zheng, Morteza Hoseinzadeh, Steven Swanson FAST 2019
Transitioning Scientific Applications to using Non-Volatile Memory for Resilience Brandon Nesterenko, Xiao Liu, Qing Yi, Jishen Zhao, Jiange Zhang Proceedings of International Symposium on Memory Systems (MEMSYS) 2019
String Figure: A Scalable and Elastic Memory Network Architecture Matheus A. Ogleari, Ye Yu, Chen Qian, Ethan L. Miller, Jishen Zhao ISCA 2019
PMTest: A Fast and Flexible Testing Framework for Persistent Memory Programs Sihang Liu, Yizhou Wei, Jishen Zhao, Aasheesh Kolli, Samira Khan ASPLOS 2019
Basic Performance Measurements of the Intel Optane DC Persistent Memory Module Joseph Izraelevitz, Jian Yang, Lu Zhang, Juno Kim, Xiao Liu, Amirsaman Memaripour, Yun Joon Soh, Zixuan Wang, Yi Xu, Subramanya R. Dulloor, Jishen Zhao, Steven Swanson arXiv 2019
The beginning of a new era of programmable solid-state storage in cloud data centers Jaeyoung Do, Sudipta Sengupta, Steven Swanson CACM 2019
Pangolin: A Fault-Tolerant Persistent Memory Programming Library Lu Zhang, Steven Swanson USENIX ATC 2019
Orion: A Distributed File System for Non-Volatile Main Memories and RDMA-Capable Networks Jian Yang, Joseph Izraelevitz, Steven Swanson FAST 2019
Breeze: User-Level Access to Non-Volatile Main Memories for Legacy Software A. Memaripour, S. Swanson 2018 IEEE 36th International Conference on Computer Design (ICCD) 2018
Persistence Parallelism Optimization: A holistic approach from memory bus to RDMA network Xing Hu, Matheus A. Ogleari, Jishen Zhao, Shuangchen Li, Abanti Basak, Yuan Xie MICRO 2018
Reducing NVM Writes with Optimized Shadow Paging Yuanjiang Ni, Jishen Zhao, Daniel Bittman, Ethan Miller FAST 2018
NOVA-Fortis: A Fault-Tolerant Non-Volatile Main Memory File System Jian Xu, Lu Zhang, Amirsaman Memaripour, Akshatha Gangadharaiah, Amit Borase, Tamires Brito Da Silva, Steven Swanson, Andy Rudoff SOSP 2017
AutoTiering: Automatic Data Placement Manager in Multi-Tier All-Flash Datacenter Zhengyu Yang, Morteza Hoseinzadeh, Allen Andrews, Clay Mayers, David Thomas Evans, Rory Thomas Bolt, Janki Bhimani, Ningfang Mi, Steven Swanson 36th IEEE International Performance Computing and Communications Conference. IEEE 2017
H-NVMe: A hybrid framework of NVMe-based storage system in cloud computing environment Z. Yang, M. Hoseinzadeh, P. Wong, J. Artoux, C. Mayers, D. T. Evans, R. T. Bolt, J. Bhimani, N. Mi, S. Swanson 2017 IEEE 36th International Performance Computing and Communications Conference (IPCCC) 2017
Atomic In-place Updates for Non-volatile Main Memories with Kamino-Tx Amirsaman Memaripour, Anirudh Badam, Amar Phanishayee, Yanqi Zhou, Ramnatthan Alagappan, Karin Strauss, Steven Swanson Proceedings of the Twelfth European Conference on Computer Systems 2017
NOVA: A Log-Structured File System for Hybrid Volatile/Non-Volatile Main Memories Jian Xu, Steven Swanson USENIX ;login: 2016
KAML: A Flexible, High-Performance Key-Value SSD Y. Jin, H. W. Tseng, Y. Papakonstantinou, S. Swanson ISCA 2017
NOVA: A Log-structured File System for Hybrid Volatile/Non-volatile Main Memories Jian Xu, Steven Swanson FAST 2016
The Non-Volatile Memory Technology Database (NVMDB) Kosuke Suzuki, Steven Swanson Department of Computer Science & Engineering, University of California, San Diego CS2015-1011 2015
Mojim: A Reliable and Highly-Available Non-Volatile Memory System Yiying Zhang, Jian Yang, Amirsaman Memaripour, Steven Swanson ASPLOS 2015
Willow: A User-Programmable SSD Sudharsan Seshadri, Mark Gahagan, Sundaram Bhaskaran, Trevor Bunker, Arup De, Yanqin Jin, Yang Liu, Steven Swanson USENIX ATC 2014
DC Express: Shortest Latency Protocol for Reading Phase Change Memory over PCI Express Dejan Vučinić, Qingbo Wang, Cyril Guyot, Robert Mateescu, Filip Blagojević, Luiz Franca-Neto, Damien Le Moal, Trevor Bunker, Jian Xu, Steven Swanson, Zvonimir Bandić FAST 2014
Refactor, Reduce, Recycle: Restructuring the I/O Stack for the Future of Storage Steven Swanson, Adrian M. Caulfield Computer 2013
From ARIES to MARS:Transaction Support for Next-Generation Solid-State Drives Joel Coburn, Trevor Bunker, Meir Shwarz, Rajesh K. Gupta, Steven Swanson SOSP 2013
BankShot: Caching Slow Storage in Fast Non-Volatile Memory Meenakshi Sundaram Bhaskaran, Jian Xu, Steven Swanson 1st Workshop on Interactions of NVM/Flash with Operating Systems and Workloads 2013
QuickSAN: A Storage Area Network for Fast, Distributed, Solid State Disks Adrian M. Caulfield, Steven Swanson ISCA 2013
Moneta: A Storage System for Fast Non-Volatile Memories Adrian Caulfield University of California, San Diego Ph.D. Thesis 2013
Minerva: Accelerating Data Analysis in Next-Generation SSDs Arup De, Maya Gokhale, Rajesh Gupta, Steven Swanson Proceedings of The 21st IEEE International Symposium on Field-Programmable Custom Computing Machines 2013
Providing Safe, User Space Access to Fast, Solid State Disks Adrian M. Caulfield, Todor I. Mollov, Louis Eisner, Arup De, Joel Coburn, Steven Swanson ASPLOS 2012
Onyx: A Prototype Phase-Change Memory Storage Array Ameen Akel, Adrian M. Caulfield, Todor I. Mollov, Rajesh K. Gupta, Steven Swanson USENIX ATC 2011
Onyx: A Phase-Change Memory Storage Array Ameen Akel University of California, San Diego Masters Thesis 2011
Moneta: A High-Performance Storage Array Architecture for Next-Generation, Non-volatile Memories Adrian M. Caulfield, Arup De, Joel Coburn, Todor I. Mollov, Rajesh K. Gupta, Steven Swanson MICRO 2010
Understanding the Impact of Emerging Non-Volatile Memories on High-Performance, IO-Intensive Computing Adrian M. Caulfield, Joel Coburn, Toder I. Mollov, Arup De, Ameen Akel, Jiahua He, Arun Jagatheesan, Rajesh K. Gupta, Allan Snavely, Steven Swanson Proceedings of the 2010 ACM/IEEE International Conference for High Performance Computing, Networking, Storage and Analysis 2010
NV-Heaps: Making Persistent Objects Fast and Safe With Next-Generation, Non-Volatile Memories Joel Coburn, Adrian M. Caulfield, Ameen Akel, Laura M. Grupp, Rajesh K. Gupta, Ranjit Jhala, Steven Swanson ASPLOS 2011
Latency-Optimized Networks for Clustering FPGAs Trevor Bunker, Steven Swanson Proceedings of the 21st Annual IEEE International Symposium on Field-Programmable Custom Computing Machines (FCCM 2013)
Providing Fast and Safe Access to Next-Generation, Non-Volatile Memories Joel Coburn University of California, San Diego Ph.D. Thesis 2012
Rethinking Flash in the Data Center David G. Andersen, Steven Swanson IEEE Micro 2010
Gordon: An Improved Architecture for Data-Intensive Applications Adrian M. Caulfield, Laura M. Grupp, Steven Swanson IEEE Micro 2010
Gordon: using flash memory to build fast, power-efficient clusters for data-intensive applications Adrian M. Caulfield, Laura M. Grupp, Steven Swanson ASPLOS 2009
From ARIES to MARS: Reengineering Transaction Management for Next-Generation, Solid-State Drives Joel Coburn, Trevor Bunker, Rajesh K. Gupta, Steven Swanson Department of Computer Science & Engineering, University of California, San Diego CS2012-0981 2012
Quill: Exploiting Fast Non-Volatile Memory by Transparently Bypassing the File System Louis Alex Eisner, Todor Mollov, Steven Swanson Department of Computer Science & Engineering, University of California, San Diego CS2013-0991 2013
Fast, Flexible Support for Transactions in a Next-Generation, Solid-State, Storage Array Joel Coburn, Trevor Bunker, Rajesh K. Gupta, Steven Swanson 2012 Non-Volatile Memories Workshop 2012
Moneta: A High-performance Storage Array Architecture for Next-generation, Non-volatile Memories Adrian M. Caulfield, Arup De, Joel Coburn, Todor I. Mollov, Rajesh K. Gupta, Steven Swanson 2011 Non-Volatile Memories Workshop 2011

New Memory Devices & Applications

HR3AM: a Heat Resilient Design for RRAM based Neuromorphic Computing Xiao Liu, Minxuan Zhou, Tajana Rosing, Jishen Zhao the Proceedings of ACM/IEEE International Symposium on Low Power Electronics and Design (ISLPED) 2019
Processing-in-Memory for Energy-efficient Neural Network Training: A Heterogeneous Approach Hengyu Zhao*, Jiawen Liu*, Matheus A. Ogleari, Dong Li, Jishen Zhao MICRO 2018
Leveraging MLC STT-RAM for Energy-efficient CNN Training Hengyu Zhao, Jishen Zhao Proceedings of International Symposium on Memory Systems (MEMSYS) 2018

Data-Intensive Computing

Summarizer: trading communication with computing near storage Gunjae Koo, Kiran Kumar Matam, HV Narra, Jing Li, Hung-Wei Tseng, Steven Swanson, Murali Annavaram, others MICRO 2017
vCorfu: A Cloud-Scale Object Store on a Shared Log Michael Wei, Amy Tai, Christopher J. Rossbach, Ittai Abraham, Maithem Munshed, Medhavi Dhawan, Jim Stabile, Udi Wieder, Scott Fritchie, Steven Swanson, Michael J. Freedman, Dahlia Malkhi USENIX ATC 2017
An Experimental Study of Bitmap Compression vs. Inverted List Compression Jianguo Wang, Chunbin Lin, Yannis Papakonstantinou, Steven Swanson Proceedings of the 2017 ACM International Conference on Management of Data 2017
MILC: Inverted List Compression in Memory Jianguo Wang, Chunbin Lin, Ruining He, Moojin Chae, Yannis Papakonstantinou, Steven Swanson Proc. VLDB Endow. 2017
SSD In-Storage Computing for Search Engines Jianguo Wang, Dongchul Park, Yannis Papakonstantinou, Steven Swanson IEEE Trans. Computers 2016
HippogriffDB: Balancing I/O and GPU Bandwidth in Big Data Analytics Jing Li, Hung-Wei Tseng, Chunbin Lin, Yannis Papakonstantinou, Steven Swanson Proc. VLDB Endow. 2016
Hippogriff: Efficiently Moving Data in Heterogeneous Computing Systems Yang Liu, Hung-wei Tseng, Mark Gahagan, Jing Li, Steven Swanson Proceedings of the 34th IEEE International Conference on Computer Design 2016
SPMario: Scale up MapReduce with I/O-Oriented Scheduling for the GPU Yang Liu, Hung-Wei Tseng, Steven Swanson 34th IEEE International Conference on Computer Design, ICCD 2016, Scottsdale, AZ, USA, October 2-5, 2016 2016
SSD In-Storage Computing for Search Engines Jianguo Wang, Dongchul Park, Yannis Papakonstantinou, Steven Swanson IEEE Trans. Computers 2016
SSD in-storage computing for list intersection Jianguo Wang, Dongchul Park, Yang-Suk Kee, Yannis Papakonstantinou, Steven Swanson Proceedings of the 12th International Workshop on Data Management on New Hardware, DaMoN 2016, San Francisco, CA, USA, June 27, 2016 2016
Morpheus: Creating Application Objects Efficiently for Heterogeneous Computing Hung-Wei Tseng, Qianchen Zhao, Yuxiao Zhou, Mark Gahagan, Steven Swanson ISCA 2016
Gullfoss: Accelerating and Simplifying Data Movement among Heterogeneous Computing and Storage Resources Hung-Wei Tseng, Yang Liu, Mark Gahagan, Jing Li, Yanqin Jin, Steven Swanson Department of Computer Science and Engineering, University of California, San Diego technical report CS2015-1015 2015
Near-Data Processing: Insights from a MICRO-46 Workshop Rajeev Balasubramonian, Jichuan Chang, Troy Manning, Jaime H. Moreno, Richard Murphy, Ravi Nair, Steven Swanson Micro, IEEE 2014

Flash Memory

The Harey Tortoise: Managing Heterogeneous Write Performance in SSDs Laura M. Grupp, John D. Davis, Steven Swanson USENIX ATC 2013
Symbiotic Solid State Drives: Management of Modern NAND Flash Memory Laura Caulfield University of California, San Diego Ph.D. Thesis 2013
Modeling Power Consumption of NAND Flash Memories Using FlashPower V. Mohan, T. Bunker, L. Grupp, S. Gurumurthi, M.R. Stan, S. Swanson Computer-Aided Design of Integrated Circuits and Systems, IEEE Transactions on 2013
Underpowering NAND Flash: Profits and Perils Hung-Wei Tseng, Laura M. Grupp, Steven Swanson 50th Design Automation Conference (DAC 2013) 2013
Underdesigned and Opportunistic Computing in Presence of Hardware Variability P. Gupta, Y. Agarwal, L. Dolecek, N. Dutt, R.K. Gupta, R. Kumar, S. Mitra, A. Nicolau, T.S. Rosing, M.B. Srivastava, S. Swanson, D. Sylvester Computer-Aided Design of Integrated Circuits and Systems, IEEE Transactions on 2013
Ming II: A Flexible Platform for NAND Flash-based Research Trevor Bunker, Michael Wei, Steven Swanson Department of Computer Science & Engineering, University of California, San Diego CS2012-0978 2012
The Bleak Future of NAND Flash Memory Laura M. Grupp, John D. Davis, Steven Swanson FAST 2012
Understanding the Impact of Power Loss on Flash Memory Hung-Wei Tseng, Laura M. Grupp, Steven Swanson 48th Design Automation Conference (DAC 2011) 2011
Characterizing flash memory: anomalies, observations, and applications Laura M. Grupp, Adrian M. Caulfield, Joel Coburn, Steven Swanson, Eitan Yaakobi, Paul H. Siegel, Jack K. Wolf MICRO 2009
Characterizing flash memory: anomalies, observations, and applications Laura M. Grupp, Adrian M. Caulfield, Joel Coburn, Steven Swanson, Eitan Yaakobi, Paul H. Siegel, Jack K. Wolf 2010 Non-Volatile Memories Workshop 2010
BlueSSD: An Open Platform for Cross-layer Experiments for NAND Flash-based SSDs Sungjin Lee, Kermin Fleming, Jihoon Park, Keonsoo Ha, Adrian M. Caulfield, Steven Swanson, Arvind, Jihong Kim The 5th Workshop on Architectural Research Prototyping 2010
Beyond the Datasheet: Using Test Beds to Probe Non-Volatile Memories' Dark Secrets Laura Grupp, Adrian M. Caulfield, Joel Coburn, John Davis, Steven Swanson IEEE Globecom 2010 Workshop on Application of Communication Theory to Emerging Memory Technologies (ACTEMT 2010)

Security and Trust

Coda: An End-to-End Neural Program Decompiler Cheng Fu, Huili Chen, Haolan Liu, Xinyun Chen, Yuandong Tian, Farinaz Koushanfar, Jishen Zhao the Proceedings of Conference on Neural Information Processing System (NeurIPS) 2019
DeepInspect: An Automated Trojan Detection Framework for Neural Networks Huili Chen, Cheng Fu, Jishen Zhao, Farinaz Koushanfar the Proceedings of International Joint Conference on Artificial Intelligence (IJCAI) 2019
DeepAttest: An End-to-End Attestation Framework for Deep Neural Networks Huili Chen, Cheng Fu, Jishen Zhao, Farinaz Koushanfar ISCA 2019
Welcome to the Entropics: Boot-Time Entropy in Embedded Devices Keaton Mowery, Michael Wei, David Kohlbrenner, Hovav Shacham, Steven Swanson IEEE Symposium on Security and Privacy (Oakland 2013)
Reliably Erasing Data From Flash-based Solid State Drives Michael Wei, Laura M. Grupp, Frederick E. Spada, Steven Swanson FAST 2011
Extracting Device Fingerprints from Flash Memory by Exploiting Physical Variations Pravin Prabhu, Ameen Akel, Laura Grupp, Wing-Key Yu, G. Edward Suh, Edwin Kan, Steven Swanson Proceedings of the 4th International Conference on Trust and Trustworthy Computing 2011

Error Correction & Coding

Tackling Intracell Variability in TLC Flash Through Tensor Product Codes Ryan Gabrys, Eitan Yaakobi, Laura M. Grupp, Steven Swanson, Lara Dolecek International Symposium on Information Theory 2012
Characterization and Error-Correcting Codes for TLC Flash Memories Eitan Yaakobi, Laura Grupp, Paul H. Siegel, Steven Swanson, Jack K. Wolf International Conference on Computing, Networking and Communications, Data Storage Technology and Applications Symposium 2012
Tackling Temporal Variability in Multilevel Flash: New Error-Control Code Design and Architectural Validation Ryan Gabrys, Laura Grupp, Steven Swanson, Lara Dolecek Invited Talk, Forty-Ninth Annual Allerton Conference
Error Characterization and Coding Schemes for Flash Memories Eitan Yaakobi, Paul H. Siegel, Steven Swanson, Jack Wolf, Laura Grupp, Jing Ma IEEE Globecom 2010 Workshop on Application of Communication Theory to Emerging Memory Technologies (ACTEMT 2010)
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