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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence

Distributed Stochastic Gradient Descent with Event-Triggered Communication

February 1, 2023

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Authors

Jemin George

CCDC Army Research Laboratory


Prudhvi Gurram

Booz Allen Hamilton


DOI:

10.1609/aaai.v34i05.6206


Abstract:

We develop a Distributed Event-Triggered Stochastic GRAdient Descent (DETSGRAD) algorithm for solving non-convex optimization problems typically encountered in distributed deep learning. We propose a novel communication triggering mechanism that would allow the networked agents to update their model parameters aperiodically and provide sufficient conditions on the algorithm step-sizes that guarantee the asymptotic mean-square convergence. The algorithm is applied to a distributed supervised-learning problem, in which a set of networked agents collaboratively train their individual neural networks to perform image classification, while aperiodically sharing the model parameters with their one-hop neighbors. Results indicate that all agents report similar performance that is also comparable to the performance of a centrally trained neural network, while the event-triggered communication provides significant reduction in inter-agent communication. Results also show that the proposed algorithm allows the individual agents to classify the images even though the training data corresponding to all the classes are not locally available to each agent.

Topics: AAAI

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Jemin George||Prudhvi Gurram Distributed Stochastic Gradient Descent with Event-Triggered Communication Proceedings of the AAAI Conference on Artificial Intelligence (2020) 7169-7178.

Jemin George||Prudhvi Gurram Distributed Stochastic Gradient Descent with Event-Triggered Communication AAAI 2020, 7169-7178.

Jemin George||Prudhvi Gurram (2020). Distributed Stochastic Gradient Descent with Event-Triggered Communication. Proceedings of the AAAI Conference on Artificial Intelligence, 7169-7178.

Jemin George||Prudhvi Gurram. Distributed Stochastic Gradient Descent with Event-Triggered Communication. Proceedings of the AAAI Conference on Artificial Intelligence 2020 p.7169-7178.

Jemin George||Prudhvi Gurram. 2020. Distributed Stochastic Gradient Descent with Event-Triggered Communication. "Proceedings of the AAAI Conference on Artificial Intelligence". 7169-7178.

Jemin George||Prudhvi Gurram. (2020) "Distributed Stochastic Gradient Descent with Event-Triggered Communication", Proceedings of the AAAI Conference on Artificial Intelligence, p.7169-7178

Jemin George||Prudhvi Gurram, "Distributed Stochastic Gradient Descent with Event-Triggered Communication", AAAI, p.7169-7178, 2020.

Jemin George||Prudhvi Gurram. "Distributed Stochastic Gradient Descent with Event-Triggered Communication". Proceedings of the AAAI Conference on Artificial Intelligence, 2020, p.7169-7178.

Jemin George||Prudhvi Gurram. "Distributed Stochastic Gradient Descent with Event-Triggered Communication". Proceedings of the AAAI Conference on Artificial Intelligence, (2020): 7169-7178.

Jemin George||Prudhvi Gurram. Distributed Stochastic Gradient Descent with Event-Triggered Communication. AAAI[Internet]. 2020[cited 2023]; 7169-7178.


ISSN: 2374-3468


Published by AAAI Press, Palo Alto, California USA
Copyright 2022, Association for the Advancement of
Artificial Intelligence 1900 Embarcadero Road, Suite
101, Palo Alto, California 94303 All Rights Reserved

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