Jacob Nelson

Publication Activity (10 Years)

Years Active: 2011-2023
Publications (10 Years): 46

Top Topics

Graphics Processing Units

Distributed Storage

Scale Parameter

Top Venues

Publications

Pratyush Patel, Katie Lim, Kushal Jhunjhunwalla, Ashlie Martinez, Max Demoulin, Jacob Nelson, Irene Zhang, Thomas E. Anderson
Hybrid Computing for Interactive Datacenter Applications. CoRR (2023)
Yifan Yuan, Jinghan Huang, Yan Sun, Tianchen Wang, Jacob Nelson, Dan R. K. Ports, Yipeng Wang, Ren Wang, Charlie Tai, Nam Sung Kim
Rambda: RDMA-driven Acceleration Framework for Memory-intensive µs-scale Datacenter Applications. HPCA (2023)
Aashaka Shah, Vijay Chidambaram, Meghan Cowan, Saeed Maleki, Madan Musuvathi, Todd Mytkowicz, Jacob Nelson, Olli Saarikivi
TACCL: Guiding Collective Algorithm Synthesis using Communication Sketches. NSDI (2023)
Yifan Yuan, Omar Alama, Jiawei Fei, Jacob Nelson, Dan R. K. Ports, Amedeo Sapio, Marco Canini, Nam Sung Kim
Unlocking the Power of Inline Floating-Point Operations on Programmable Switches. NSDI (2022)
Yifan Yuan, Jinghan Huang, Yan Sun, Tianchen Wang, Jacob Nelson, Dan R. K. Ports, Yipeng Wang, Ren Wang, Charlie Tai, Nam Sung Kim
ORCA: A Network and Architecture Co-design for Offloading us-scale Datacenter Applications. CoRR (2022)
Lior Zeno, Dan R. K. Ports, Jacob Nelson, Daehyeok Kim, Shir Landau Feibish, Idit Keidar, Arik Rinberg, Alon Rashelbach, Igor Lima de Paula, Mark Silberstein
SwiSh: Distributed Shared State Abstractions for Programmable Switches. NSDI (2022)
Jacob Nelson, dePaul Miller, Roberto Palmieri
Don't forget about synchronization! Guidelines for using locks on graphics processing units. Concurr. Comput. Pract. Exp. 34 (2) (2022)
Jacob Nelson, Syed Rafay Hasan
Compressed Sparse Kernel: Optimization of Pruning for Customized CNNs on FPGAs. MWSCAS (2022)
Aashaka Shah, Vijay Chidambaram, Meghan Cowan, Saeed Maleki, Madan Musuvathi, Todd Mytkowicz, Jacob Nelson, Olli Saarikivi, Rachee Singh
Synthesizing Collective Communication Algorithms for Heterogeneous Networks with TACCL. CoRR (2021)
Zixian Cai, Zhengyang Liu, Saeed Maleki, Madanlal Musuvathi, Todd Mytkowicz, Jacob Nelson, Olli Saarikivi
Synthesizing optimal collective algorithms. PPoPP (2021)
Henry N. Schuh, Weihao Liang, Ming Liu, Jacob Nelson, Arvind Krishnamurthy
Xenic: SmartNIC-Accelerated Distributed Transactions. SOSP (2021)
Jacob Nelson, Ahmed Hassan, Roberto Palmieri
Bundled references: an abstraction for highly-concurrent linearizable range queries. PPoPP (2021)
Irene Zhang, Amanda Raybuck, Pratyush Patel, Kirk Olynyk, Jacob Nelson, Omar S. Navarro Leija, Ashlie Martinez, Jing Liu, Anna Kornfeld Simpson, Sujay Jayakar, Pedro Henrique Penna, Max Demoulin, Piali Choudhury, Anirudh Badam
The Demikernel Datapath OS Architecture for Microsecond-scale Datacenter Systems. SOSP (2021)
Daehyeok Kim, Jacob Nelson, Dan R. K. Ports, Vyas Sekar, Srinivasan Seshan
RedPlane: enabling fault-tolerant stateful in-switch applications. SIGCOMM (2021)
Yifan Yuan, Omar Alama, Amedeo Sapio, Jiawei Fei, Jacob Nelson, Dan R. K. Ports, Marco Canini, Nam Sung Kim
Unlocking the Power of Inline Floating-Point Operations on Programmable Switches. CoRR (2021)
Liang Luo, Jacob Nelson, Arvind Krishnamurthy, Luis Ceze
Cloud Collectives: Towards Cloud-aware Collectives forML Workloads with Rank Reordering. CoRR (2021)
dePaul Miller, Jacob Nelson, Ahmed Hassan, Roberto Palmieri
KVCG: a heterogeneous key-value store for skewed workloads. SYSTOR (2021)
Jacob Nelson, Tolulope A. Odetola, Syed Rafay Hasan
WORDA: A Winograd Offline-Runtime Decomposition Algorithm for Faster CNN Inference. MWSCAS (2021)
Matthew Burke, Sowmya Dharanipragada, Shannon Joyner, Adriana Szekeres, Jacob Nelson, Irene Zhang, Dan R. K. Ports
PRISM: Rethinking the RDMA Interface for Distributed Systems. SOSP (2021)
Amedeo Sapio, Marco Canini, Chen-Yu Ho, Jacob Nelson, Panos Kalnis, Changhoon Kim, Arvind Krishnamurthy, Masoud Moshref, Dan R. K. Ports, Peter Richtárik
Scaling Distributed Machine Learning with In-Network Aggregation. NSDI (2021)
Yueheng Wang, Kun Qian, Jacob Nelson, Hiromichi Yagi, Akifumi Kishi, Kenji Morita, Yoshiharu Yamamoto
Can Affective Computing Better the Mental Status of the Electronic Games Player? A Perspective. LifeTech (2020)
Zixian Cai, Zhengyang Liu, Saeed Maleki, Madan Musuvathi, Todd Mytkowicz, Jacob Nelson, Olli Saarikivi
Synthesizing Optimal Collective Algorithms. CoRR (2020)
Lior Zeno, Dan R. K. Ports, Jacob Nelson, Mark Silberstein
SwiShmem: Distributed Shared State Abstractions for Programmable Switches. HotNets (2020)
Anna Kornfeld Simpson, Adriana Szekeres, Jacob Nelson, Irene Zhang
Securing RDMA for High-Performance Datacenter Storage Systems. HotCloud (2020)
Jacob Nelson, Roberto Palmieri
Performance Evaluation of the Impact of NUMA on One-sided RDMA Interactions. SRDS (2020)
Jialin Li, Jacob Nelson, Ellis Michael, Xin Jin, Dan R. K. Ports
Pegasus: Tolerating Skewed Workloads in Distributed Storage with In-Network Coherence Directories. OSDI (2020)
Jacob Nelson, Ahmed Hassan, Roberto Palmieri
Bundled References: An Abstraction for Highly-Concurrent Linearizable Range Queries. CoRR (2020)
Liang Luo, Peter West, Arvind Krishnamurthy, Luis Ceze, Jacob Nelson
PLink: Discovering and Exploiting Locality for Accelerated Distributed Training on the public Cloud. MLSys (2020)
Jacob Nelson, Roberto Palmieri
On the Performance Impact of NUMA on One-sided RDMA Interactions. ICDCS (2020)
Amedeo Sapio, Marco Canini, Chen-Yu Ho, Jacob Nelson, Panos Kalnis, Changhoon Kim, Arvind Krishnamurthy, Masoud Moshref, Dan R. K. Ports, Peter Richtárik
Scaling Distributed Machine Learning with In-Network Aggregation. CoRR (2019)
Jacob Nelson, Roberto Palmieri
Don't Forget About Synchronization!: A Case Study of K-Means on GPU. PMAM@PPoPP (2019)
Zhanhao Chen, Ahmed Hassan, Masoomeh Javidi Kishi, Jacob Nelson, Roberto Palmieri
HaTS: Hardware-Assisted Transaction Scheduler. OPODIS (2019)
Muluken Hailesellasie, Jacob Nelson, Faiq Khalid, Syed Rafay Hasan
VAWS: Vulnerability Analysis of Neural Networks using Weight Sensitivity. MWSCAS (2019)
Jacob Nelson, Roberto Palmieri
Understanding RDMA Behavior in NUMA Systems. CGO (2019)
Dan R. K. Ports, Jacob Nelson
When Should The Network Be The Computer? HotOS (2019)
Liang Luo, Jacob Nelson, Luis Ceze, Amar Phanishayee, Arvind Krishnamurthy
Parameter Hub: High Performance Parameter Servers for Efficient Distributed Deep Neural Network Training. CoRR (2018)
Liang Luo, Jacob Nelson, Luis Ceze, Amar Phanishayee, Arvind Krishnamurthy
Parameter Hub: a Rack-Scale Parameter Server for Distributed Deep Neural Network Training. SoCC (2018)
Liang Luo, Jacob Nelson, Luis Ceze, Amar Phanishayee, Arvind Krishnamurthy
Parameter Hub: a Rack-Scale Parameter Server for Distributed Deep Neural Network Training. CoRR (2018)
Ming Liu, Liang Luo, Jacob Nelson, Luis Ceze, Arvind Krishnamurthy, Kishore Atreya
IncBricks: Toward In-Network Computation with an In-Network Cache. ASPLOS (2017)
Megan Tomko, Jacob Nelson, Robert L. Nagel, Matthew Bohm, Julie Linsey
A bridge to systems thinking in engineering design: An examination of students' ability to identify functions at varying levels of abstraction. Artif. Intell. Eng. Des. Anal. Manuf. 31 (4) (2017)
Naveen Kr. Sharma, Antoine Kaufmann, Thomas E. Anderson, Arvind Krishnamurthy, Jacob Nelson, Simon Peter
Evaluating the Power of Flexible Packet Processing for Network Resource Allocation. NSDI (2017)
Rob F. Van der Wijngaart, Abdullah Kayi, Jeff R. Hammond, Gabriele Jost, Tom St. John, Srinivas Sridharan, Timothy G. Mattson, John Abercrombie, Jacob Nelson
Comparing Runtime Systems with Exascale Ambitions Using the Parallel Research Kernels. ISC (2016)
Jacob Nelson, Brandon Holt, Brandon Myers, Preston Briggs, Luis Ceze, Simon Kahan, Mark Oskin
Latency-Tolerant Software Distributed Shared Memory. USENIX Annual Technical Conference (2015)
Thierry Moreau, Mark Wyse, Jacob Nelson, Adrian Sampson, Hadi Esmaeilzadeh, Luis Ceze, Mark Oskin
SNNAP: Approximate computing on programmable SoCs via neural acceleration. HPCA (2015)
Jacob Nelson, Brandon Holt, Brandon Myers, Preston Briggs, Simon Kahan, Luis Ceze, Mark Oskin
Trading Latency for Performance in Data-Intensive Applications. login Usenix Mag. 40 (5) (2015)
Golnoosh Farnadi, Zeinab Mahdavifar, Ivan Keller, Jacob Nelson, Ankur Teredesai, Marie-Francine Moens, Martine De Cock
Scalable adaptive label propagation in Grappa. IEEE BigData (2015)
Adrian Sampson, Jacob Nelson, Karin Strauss, Luis Ceze
Approximate Storage in Solid-State Memories. ACM Trans. Comput. Syst. 32 (3) (2014)
Adrian Sampson, Jacob Nelson, Karin Strauss, Luis Ceze
Approximate storage in solid-state memories. MICRO (2013)
Jacob Nelson, Brandon Myers, A. H. Hunter, Preston Briggs, Luis Ceze, Carl Ebeling, Dan Grossman, Simon Kahan, Mark Oskin
Crunching Large Graphs with Commodity Processors. HotPar (2011)
Joseph Devietti, Jacob Nelson, Tom Bergan, Luis Ceze, Dan Grossman
RCDC: a relaxed consistency deterministic computer. ASPLOS (2011)