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Benchmarks
Decentralized Distributed Learning on Nonconvex Functions
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1
Communication Cost
PD-SGD
0.95
0.975
1
1.025
Apr 11, 2026
Communication Cost
Number of Iterations
Saving Cost (MLT)
Saving Cost (CC)
Updated 5d ago
Evaluation Results
Method
Method
Links
Communication Cost
Number of Iterations
Saving Cost (MLT)
Saving Cost (CC)
PD-SGD
Compressed Communicati...
2026.04
1
1
-
-
LSGT
Compressed Communicati...
2026.04
1
1
-
-
DFedAvgM
Compressed Communicati...
2026.04
1
-
-
-
SQuARM-SGD
Compressed Communicati...
2026.04
1
1
-
-
LM-DFL
Compressed Communicati...
2026.04
1
1
-
-
LoDAdaC
Compressed Communicati...
2026.04
1
1
-
-
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