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One Size Does Not Fit All: Quantifying and Exposing the Accuracy-Latency Trade-off in Machine Learning Cloud Service APIs via Tolerance Tiers



Matthew Halpern , Behzad Boroujerdian , Todd Mummert , Evelyn Duesterwald , Vijay Janapa Reddi

* 2019 IEEE International Symposium on Performance Analysis of Systems and Software (ISPASS) 

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Domain Specific Approximation for Object Detection



Ting-Wu Chin , Chia-Lin Yu , Matthew Halpern , Hasan Genc , Shiao-Li Tsao , Vijay Janapa Reddi

* T. Chin, C. Yu, M. Halpern, H. Genc, S. Tsao and V. J. Reddi, "Domain-Specific Approximation for Object Detection," in IEEE Micro, vol. 38, no. 1, pp. 31-40, January/February 2018 
* 6 pages, 6 figures. Published in IEEE Micro, vol. 38, no. 1, pp. 31-40, January/February 2018 

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