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Asynchronous SGD Beats Minibatch SGD Under Arbitrary Delays [PDF]
Neural Information Processing Systems, 2022 The existing analysis of asynchronous stochastic gradient descent (SGD) degrades dramatically when any delay is large, giving the impression that performance depends primarily on the delay.
Konstantin Mishchenko +3 more
semanticscholar +1 more source
Frontiers in Psychology, 2021 The sudden impact of the COVID-19 pandemic challenged universities to provide students with online teaching and learning settings that were both immediately applicable and supportive of quality learning.
Sabine Fabriz +2 more
semanticscholar +1 more source
Deep reinforcement learning for robotic manipulation with asynchronous off-policy updates [PDF]
IEEE International Conference on Robotics and Automation, 2016 Reinforcement learning holds the promise of enabling autonomous robots to learn large repertoires of behavioral skills with minimal human intervention. However, robotic applications of reinforcement learning often compromise the autonomy of the learning ...
S. Gu, E. Holly, T. Lillicrap, S. Levine
semanticscholar +1 more source
SAFA: A Semi-Asynchronous Protocol for Fast Federated Learning With Low Overhead [PDF]
IEEE transactions on computers, 2019 Federated learning (FL) has attracted increasing attention as a promising approach to driving a vast number of end devices with artificial intelligence.
Wentai Wu +5 more
semanticscholar +1 more source
A Scalable Multicore Architecture With Heterogeneous Memory Structures for Dynamic Neuromorphic Asynchronous Processors (DYNAPs) [PDF]
IEEE Transactions on Biomedical Circuits and Systems, 2017 Neuromorphic computing systems comprise networks of neurons that use asynchronous events for both computation and communication. This type of representation offers several advantages in terms of bandwidth and power consumption in neuromorphic electronic ...
S. Moradi +3 more
semanticscholar +1 more source
Speeding Dumbo: Pushing Asynchronous BFT Closer to Practice
IACR Cryptology ePrint Archive, 2022 —Asynchronous BFT consensus can implement ro- bust mission-critical decentralized services network without rely-ing on any form of timing assumption.
Bingyong Guo +5 more
semanticscholar +1 more source
On Asynchrony and Choreographies [PDF]
, 2017 Choreographic Programming is a paradigm for the development of concurrent software, where deadlocks are prevented syntactically. However, choreography languages are typically synchronous, whereas many real-world systems have asynchronous communications ...
Cruz-Filipe, Luís, Montesi, Fabrizio
core +3 more sources
FedSA: A Semi-Asynchronous Federated Learning Mechanism in Heterogeneous Edge Computing
IEEE Journal on Selected Areas in Communications, 2021 Federated learning (FL) involves training machine learning models over distributed edge nodes (i.e., workers) while facing three critical challenges, edge heterogeneity, Non-IID data and communication resource constraint.
Qianpiao Ma +5 more
semanticscholar +1 more source
Frontiers in Education, 2022 Asynchronous online courses are popular because they offer benefits to both students and instructors. Students benefit from the convenience, flexibility, affordability, freedom of geography, and access to information. Instructors and institutions benefit
Ella M. Weaver +2 more
doaj +1 more source
The EUROCALL Review, 2018 Classroom instruction provides a limited amount of quality speaking practice for language learners. Asynchronous multimedia-based oral communication is one way to provide learners with quality speaking practice outside of class.
Eric H. Young, Rick E. West
doaj +1 more source