research
∙
04/04/2023
MadEye: Boosting Live Video Analytics Accuracy with Adaptive Camera Configurations
Camera orientations (i.e., rotation and zoom) govern the content that a ...
share
research
∙
06/07/2022
Marvolo: Programmatic Data Augmentation for Practical ML-Driven Malware Detection
Data augmentation has been rare in the cyber security domain due to tech...
research
∙
04/27/2022
Dashlet: Taming Swipe Uncertainty for Robust Short Video Streaming
Short video streaming applications have recently gained substantial trac...
research
∙
04/26/2022
Bamboo: Making Preemptible Instances Resilient for Affordable Training of Large DNNs
DNN models across many domains continue to grow in size, resulting in hi...
research
∙
03/17/2022
Canvas: Isolated and Adaptive Swapping for Multi-Applications on Remote Memory
Remote memory techniques for datacenter applications have recently gaine...
research
∙
01/19/2022
GEMEL: Model Merging for Memory-Efficient, Real-Time Video Analytics at the Edge
Video analytics pipelines have steadily shifted to edge deployments to r...
research
∙
06/28/2021
Revelio: ML-Generated Debugging Queries for Distributed Systems
A major difficulty in debugging distributed systems lies in manually det...
research
∙
06/22/2021
Privid: Practical, Privacy-Preserving Video Analytics Queries
Analytics on video recorded by cameras in public areas have the potentia...
research
∙
06/21/2021
Boggart: Accelerating Retrospective Video Analytics via Model-Agnostic Ingest Processing
Delivering fast responses to retrospective queries on video datasets is ...
research
∙
05/24/2021
Dorylus: Affordable, Scalable, and Accurate GNN Training with Distributed CPU Servers and Serverless Threads
A graph neural network (GNN) enables deep learning on structured graph d...
research
∙
07/15/2020
Continuous Prefetch for Interactive Data Applications
Interactive data visualization and exploration (DVE) applications are of...
research
∙
05/09/2019
ABC: A Simple Explicit Congestion Control Protocol for Wireless Networks
We propose Accel-Brake Control (ABC), a simple and deployable explicit c...
research
∙
08/02/2018