On-device research index

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.

169,341 papers · 148 categories

Trend · papers per month

count % of corpus

2 results for “KroMagnon”

Improved asynchronous parallel optimization analysis for stochastic incremental methodsmath.OC

New framework simplifies analysis of asynchronous parallel optimization algorithms.

problem Difficulty in analyzing asynchronous parallel optimization algorithms due to delay and inconsistency.

method Revisit and clarify technical issue in convergence rate proofs, propose simplified 'perturbed iterate' framework.

result Proves linear speedup for ASAGA and KROMAGNON on multi-core systems without sparsity assumptions.

asynchronous optimization parallel algorithms convergence rate Hogwild KROMAGNON

2018-01-11abs ↗pdf ↗

Perturbed Iterate Analysis for Asynchronous Stochastic Optimizationstat.ML

Unified analysis of asynchronous stochastic optimization with perturbed iterates.

problem Asynchronous stochastic optimization methods and their convergence rates.

method Perturbed iterate analysis for asynchronous stochastic optimization.

result Unified and simplified analyses of asynchronous optimization algorithms.

stochastic optimization asynchronous algorithms convergence rates Hogwild!KroMagnon

2015-07-24abs ↗pdf ↗