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In compressed decentralized optimization settings, there are benefits to having multiple gossip steps between subsequent gradient iterations, even when the cost of doing so is appropriately accounted for e.g. by means of reducing the precision of compressed information.

License: MIT License

Python 95.24% Shell 4.76%
federated-learning convex-optimization non-convex-optimization sgd sgd-optimizer machine-learning optimization-algorithms optimization optimization-methods distributed-systems

delicoco-ieee-transactions's Introduction

Hi, I'm Anish!

Doctoral candidate at UT Austin advised by Prof Inderjit Dhillon and Prof Sujay Sanghavi.



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delicoco-ieee-transactions's Issues

How to use stochastic gradient descent?

Hello, I am trying to modify the simulation to use stochastic gradient descent (SGD) instead of gradient descent (GD). However, it appears that the result is not as expected, with the loss value continuously increasing.
屏幕截图 2023-11-13 104750
What could be the underlying reason for this phenomenon?

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