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Finding an epsilon-stationary point on Homogeneous Setup Problem 1 Theoretical bounds 1.0
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1
Computational Complexity Bound
(Synchronous) Vanilla PG
0.95
0.975
1
1.025
Sep 29, 2025
Computational Complexity Bound
Communication Complexity Bound
Updated 19d ago
Evaluation Results
Method
Method
Links
Computational Complexity Bound
Communication Complexity Bound
(Synchronous) Vanilla PG
Support AllReduce=Yes
2025.09
1
1
(Synchronous) NIGT
Support AllReduce=Yes
2025.09
1
1
Rennala PG/SGD
Support AllReduce=Yes
2025.09
1
1
AFedPG
Support AllReduce=No
2025.09
1
1
Rennala NIGT
Support AllReduce=Yes
2025.09
1
1
Lower bound
Support AllReduce=—
2025.09
1
1
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