research
∙
12/24/2022
An Adaptive Deep RL Method for Non-Stationary Environments with Piecewise Stable Context
One of the key challenges in deploying RL to real-world applications is ...
share
research
∙
03/14/2021
CrossoverScheduler: Overlapping Multiple Distributed Training Applications in a Crossover Manner
Distributed deep learning workloads include throughput-intensive trainin...
research
∙
02/17/2020
Simulating Performance of ML Systems with Offline Profiling
We advocate that simulation based on offline profiling is a promising ap...
research
∙
03/19/2019
BotGraph: Web Bot Detection Based on Sitemap
The web bots have been blamed for consuming large amount of Internet tra...
research
∙
03/17/2019
NetKernel: Making Network Stack Part of the Virtualized Infrastructure
This paper presents a system called NetKernel that decouples the network...
research
∙
12/27/2018
Stanza: Layer Separation for Distributed Training in Deep Learning
The parameter server architecture is prevalently used for distributed de...
research
∙
12/27/2018
