activity
20182022
most citedDorylus: Affordable, Scalable, and Accurate GNN Training with Distributed CPU Servers and Serverless Threads

19 citations · 44 across the 4 of their papers we have counts for

collaborators

6 papers

cs.NI20226 cited

Dashlet: Taming Swipe Uncertainty for Robust Short Video Streaming

Zhuqi Li, Yaxiong Xie, Ravi Netravali +1

Short video streaming applications have recently gained substantial traction, but the non-linear video presentation they afford swiping users fundamentally changes the problem of m…

cs.DC202214 cited

Bamboo: Making Preemptible Instances Resilient for Affordable Training of Large DNNs

John Thorpe, Pengzhan Zhao, Jonathan Eyolfson +5

DNN models across many domains continue to grow in size, resulting in high resource requirements for effective training, and unpalatable (and often unaffordable) costs for organiza…

cs.CR20215 cited

Privid: Practical, Privacy-Preserving Video Analytics Queries

Frank Cangialosi, Neil Agarwal, Venkat Arun +4

Analytics on video recorded by cameras in public areas have the potential to fuel many exciting applications, but also pose the risk of intruding on individuals' privacy. Unfortuna…

cs.DC202119 cited

Dorylus: Affordable, Scalable, and Accurate GNN Training with Distributed CPU Servers and Serverless Threads

John Thorpe, Yifan Qiao, Jonathan Eyolfson +8

A graph neural network (GNN) enables deep learning on structured graph data. There are two major GNN training obstacles: 1) it relies on high-end servers with many GPUs which are e…

cs.NI2019

ABC: A Simple Explicit Congestion Controller for Wireless Networks

Prateesh Goyal, Anup Agarwal, Ravi Netravali +2

We propose Accel-Brake Control (ABC), a simple and deployable explicit congestion control protocol for network paths with time-varying wireless links. ABC routers mark each packet…

cs.NI2018

Secure Incentivization for Decentralized Content Delivery

Prateesh Goyal, Ravi Netravali, Mohammad Alizadeh +1

Prior research has proposed technical solutions to use peer-to-peer (P2P) content delivery to serve Internet video, showing that it can reduce costs to content providers. Yet, such…