22 citations · 22 across the 1 of their papers we have counts for
2 papers
cs.DC2017★ 22 cited
Hemingway: Modeling Distributed Optimization Algorithms
Xinghao Pan, Shivaram Venkataraman, Zizheng Tai +1
Distributed optimization algorithms are widely used in many industrial machine learning applications. However choosing the appropriate algorithm and cluster size is often difficult…
stat.ML2016
CYCLADES: Conflict-free Asynchronous Machine Learning
Xinghao Pan, Maximilian Lam, Stephen Tu +6
We present CYCLADES, a general framework for parallelizing stochastic optimization algorithms in a shared memory setting. CYCLADES is asynchronous during shared model updates, and…