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20182024
most citedQuantifying Point-Prediction Uncertainty in Neural Networks via Residual Estimation with an I/O Kernel

12 citations · 19 across the 9 of their papers we have counts for

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Showing 2022Show all

2 papers · 1 filter

cs.NE2022★ 1 cited

Shortest Edit Path Crossover: A Theory-driven Solution to the Permutation Problem in Evolutionary Neural Architecture Search

Xin Qiu, Risto Miikkulainen

Population-based search has recently emerged as a possible alternative to Reinforcement Learning (RL) for black-box neural architecture search (NAS). It performs well in practice e…

cs.NE2022★ 4 cited

Simple Genetic Operators are Universal Approximators of Probability Distributions (and other Advantages of Expressive Encodings)

Elliot Meyerson, Xin Qiu, Risto Miikkulainen

This paper characterizes the inherent power of evolutionary algorithms. This power depends on the computational properties of the genetic encoding. With some encodings, two parents…