Desiderata for next generation of ML model serving

26 October 2022

Papers citing "Desiderata for next generation of ML model serving"

7 / 7 papers shown

Title
IPA: Inference Pipeline Adaptation to Achieve High Accuracy and Cost-Efficiency Saeid Ghafouri Kamran Razavi Mehran Salmani Alireza Sanaee T. Lorido-Botran Lin Wang Joseph Doyle Pooyan Jamshidi 19 2 0 24 Aug 2023
Causal fault localisation in dataflow systems Andrei Paleyes Neil D. Lawrence 13 3 0 24 Apr 2023
Reconciling High Accuracy, Cost-Efficiency, and Low Latency of Inference Serving Systems Mehran Salmani Saeid Ghafouri Alireza Sanaee Kamran Razavi M. Muhlhauser Joseph Doyle Pooyan Jamshidi U. O. N. Carolina 13 14 0 21 Apr 2023
Dataflow graphs as complete causal graphs Andrei Paleyes Siyuan Guo Bernhard Schölkopf Neil D. Lawrence 14 7 0 16 Mar 2023
Real-world Machine Learning Systems: A survey from a Data-Oriented Architecture Perspective Christian Cabrera Andrei Paleyes Pierre Thodoroff Neil D. Lawrence AI4TS AI4CE OOD 20 6 0 09 Feb 2023
Assessing Software Privacy using the Privacy Flow-Graph Feiyang Tang Bjarte M. Østvold 19 10 0 07 Sep 2022
Carbon Emissions and Large Neural Network Training David A. Patterson Joseph E. Gonzalez Quoc V. Le Chen Liang Lluís-Miquel Munguía D. Rothchild David R. So Maud Texier J. Dean AI4CE 239 642 0 21 Apr 2021