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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.

168,932 papers · 148 categories

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0111 · Mar 201919922001200920172026
2 results for “neuralsort”
Differentiable Ranks and Sorting using Optimal Transportcs.LG

Differentiable sorting framework using optimal transport.

problem Piecewise constant sorting function without gradient information.
method Linking sorting to optimal transport, adding entropic regularization, and approximating with Sinkhorn iterations.
result Differentiable sorting operators (S-sorts, S-CDFs, S-quantiles) for machine learning applications.
differentiable sortingoptimal transportgradient descentquantile regressionneuralsort
2019-05-28abs ↗pdf ↗
Stochastic Optimization of Sorting Networks via Continuous Relaxationsstat.ML

Sorting input objects is an important step in many machine learning pipelines. However, the sorting operator is non-differentiable with respect to its inputs, which prohibits end-to-end gradient-based optimization. In this work, we propose NeuralSort, a general-purpose continuous relaxation of the output of the sorting…

2019-03-21abs ↗pdf ↗