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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.

168,695 papers · 148 categories

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0111 · May 202119922001200920172026
1 result for “BytePS-Compress”
Compressed Communication for Distributed Training: Adaptive Methods and Systemcs.DC

Paper introduces a new adaptive gradient method with gradient compression for distributed training.

problem Communication overhead in distributed machine learning systems.
method Adaptive gradient method with gradient compression, scalable system BytePS-Compress.
result Convergence rate of O(1/T)\mathcal{O}(1/\sqrt{T}) for non-convex problems.
distributed traininggradient compressionadaptive methodsBytePS-Compressconvergence rate
2021-05-17abs ↗pdf ↗