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