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Kai Rothauge

7 papers hereh-index 5189 citations12 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author4
  • middle author3

Across the 7 of 7 papers where every author was matched, so the position is known.

fields
  • cs.DC3
  • cs.LG2
  • math.OC2

identity via Semantic Scholar / OpenAlex

activity
20152019
most citedOn the Computational Inefficiency of Large Batch Sizes for Stochastic Gradient Descent

42 citations · 54 across the 7 of their papers we have counts for

collaborators
Showing 2019Show all

2 papers · 1 filter

cs.DC2019★ 1 cited

Running Alchemist on Cray XC and CS Series Supercomputers: Dask and PySpark Interfaces, Deployment Options, and Data Transfer Times

Kai Rothauge, Haripriya Ayyalasomayajula, Kristyn J. Maschhoff +2

Alchemist is a system that allows Apache Spark to achieve better performance by interfacing with HPC libraries for large-scale distributed computations. In this paper, we highlight…

cs.LG2019★ 1 cited

Residual Networks as Nonlinear Systems: Stability Analysis using Linearization

Kai Rothauge, Zhewei Yao, Zixi Hu +1

We regard pre-trained residual networks (ResNets) as nonlinear systems and use linearization, a common method used in the qualitative analysis of nonlinear systems, to understand t…

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