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T13. Edge AI, streaming inference, and resource scheduling

Running models near the machine under limited compute and latency budgets.

  1. T13-2Similar problem

    Live Video Analytics at Scale with Approximation and Delay-Tolerance

    Authors
    Haoyu Zhang, Ganesh Ananthanarayanan, Peter Bodik, Matthai Philipose, Paramvir Bahl, Michael J. Freedman
    Year
    2017
    Venue
    USENIX NSDI 2017, pp. 377-392

    Korean review of T13-2

  2. T13-3Similar problem

    AWStream: Adaptive Wide-Area Streaming Analytics

    Authors
    Ben Zhang, Xin Jin, Sylvia Ratnasamy, John Wawrzynek, Edward A. Lee
    Year
    2018
    Venue
    ACM SIGCOMM 2018, pp. 236-252

    Korean review of T13-3

  3. T13-4Similar problem

    Chameleon: Scalable Adaptation of Video Analytics

    Authors
    Junchen Jiang, Ganesh Ananthanarayanan, Peter Bodik, Siddhartha Sen, Ion Stoica
    Year
    2018
    Venue
    ACM SIGCOMM 2018, pp. 253-266

    Korean review of T13-4

  4. T13-5Similar problem

    Reducto: On-Camera Filtering for Resource-Efficient Real-Time Video Analytics

    Authors
    Yuanqi Li, Arthi Padmanabhan, Pengzhan Zhao, Yufei Wang, Guoqing Harry Xu, Ravi Netravali
    Year
    2020
    Venue
    ACM SIGCOMM 2020, pp. 359-376

    Korean review of T13-5

  5. T13-18Similar problem

    MillWheel: Fault-Tolerant Stream Processing at Internet Scale

    Authors
    Tyler Akidau, Alex Balikov, Kaya Bekiroğlu, Slava Chernyak, Josh Haberman, Reuven Lax, Sam McVeety, Daniel Mills, Paul Nordstrom, Sam Whittle
    Year
    2013
    Venue
    Proceedings of the VLDB Endowment, Vol. 6, No. 11, 2013, pp. 1033-1044

    Korean review of T13-18

  6. T13-19Similar problem

    The Dataflow Model: A Practical Approach to Balancing Correctness, Latency, and Cost in Massive-Scale, Unbounded, Out-of-Order Data Processing

    Authors
    Tyler Akidau, Robert Bradshaw, Craig Chambers, Slava Chernyak, Rafael J. Fernandez-Moctezuma, Reuven Lax, Sam McVeety, Daniel Mills, Frances Perry, Eric Schmidt, Sam Whittle
    Year
    2015
    Venue
    Proceedings of the VLDB Endowment, Vol. 8, No. 12, 2015, pp. 1792-1803

    Korean review of T13-19

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