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arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

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1 result for “sparse-SignSGD”

Sparse-SignSGD with Majority Vote for Communication-Efficient Distributed Learningcs.LG

New algorithm reduces communication costs in distributed deep learning.

problem High communication costs in distributed deep learning.

method Sparse-SignSGD with Majority Vote (S3GD-MV).

result Significantly reduces communication costs while maintaining accuracy.

distributed learning communication efficiency sparse-SignSGD majority vote deep learning

2023-02-15abs ↗pdf ↗