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FASTER FEDERATED OPTIMIZATION UNDER SECOND-ORDER SIMILARITY
Ahmed Khaled
,
Chi Jin
Electrical and Computer Engineering
Princeton Language and Intelligence (PLI)
Research output
:
Contribution to conference
›
Paper
›
peer-review
8
Scopus citations
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Computer Science
Communication Complexity
100%
Superior Performance
100%
Risk Minimization
100%
Gradient Descent
100%
Multiple Client
100%
Order Function
100%
Federated Learning
100%
Variance Reduction
100%
Smoothness Assumption
100%
Similarity Function
100%
Machine Learning
100%
Learning System
100%
Keyphrases
Second-order Similarity
100%
Stochastic Proximal Point
100%
Point Evaluation
66%
Client Sampling
33%
Proximal Point
33%
Mathematics
Stochastics
100%
Approximates
50%
Evaluation Point
50%
Function Similarity
50%
Empirical Risk Minimization
25%
Finite Sum
25%
Variance Reduction
25%