activity
20192023
most citedOne Size Does Not Fit All: Quantifying and Exposing the Accuracy-Latency Trade-off in Machine Learning Cloud Service APIs via Tolerance Tiers

26 citations · 29 across the 5 of their papers we have counts for

collaborators

6 papers

cs.AR2023

ArchGym: An Open-Source Gymnasium for Machine Learning Assisted Architecture Design

Srivatsan Krishnan, Amir Yazdanbaksh, Shvetank Prakash +8

Machine learning is a prevalent approach to tame the complexity of design space exploration for domain-specific architectures. Using ML for design space exploration poses challenge…

cs.AR2022

FARSI: Facebook AR System Investigator for Agile Domain-Specific System-on-Chip Exploration

Behzad Boroujerdian, Ying Jing, Amit Kumar +7

Domain-specific SoCs (DSSoCs) are attractive solutions for domains with stringent power/performance/area constraints; however, they suffer from two fundamental complexities. On the…

cs.RO2021

RoboRun: A Robot Runtime to Exploit Spatial Heterogeneity

Behzad Boroujerdian, Radhika Ghosal, Jonathan Cruz +2

The limited onboard energy of autonomous mobile robots poses a tremendous challenge for practical deployment. Hence, efficient computing solutions are imperative. A crucial shortco…

cs.LG201926 cited

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 +2

Today's cloud service architectures follow a "one size fits all" deployment strategy where the same service version instantiation is provided to the end users. However, consumers a…

cs.RO20191 cited

The Role of Compute in Autonomous Aerial Vehicles

Behzad Boroujerdian, Hasan Genc, Srivatsan Krishnan +7

Autonomous-mobile cyber-physical machines are part of our future. Specifically, unmanned-aerial-vehicles have seen a resurgence in activity with use-cases such as package delivery.…

cs.RO20192 cited

MAVBench: Micro Aerial Vehicle Benchmarking

Behzad Boroujerdian, Hasan Genc, Srivatsan Krishnan +3

Unmanned Aerial Vehicles (UAVs) are getting closer to becoming ubiquitous in everyday life. Among them, Micro Aerial Vehicles (MAVs) have seen an outburst of attention recently, sp…