output
20162026
most citedLanguage Model Crossover: Variation through Few-Shot Prompting

63 citations

researchers with a paper here

Counting papers with at most 25 authors, so collaboration author lists do not stand in for the people here.

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Showing cs.LGShow all

3 papers · 1 filter

cs.LG2019★ 12 cited

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

Xin Qiu, Elliot Meyerson, Risto Miikkulainen

Neural Networks (NNs) have been extensively used for a wide spectrum of real-world regression tasks, where the goal is to predict a numerical outcome such as revenue, effectiveness…

cs.LG2017★ 20 cited

Beyond Shared Hierarchies: Deep Multitask Learning through Soft Layer Ordering

Elliot Meyerson, Risto Miikkulainen

Existing deep multitask learning (MTL) approaches align layers shared between tasks in a parallel ordering. Such an organization significantly constricts the types of shared struct…

cs.LG2016★ 2 cited

Surprising properties of dropout in deep networks

David P. Helmbold, Philip M. Long

We analyze dropout in deep networks with rectified linear units and the quadratic loss. Our results expose surprising differences between the behavior of dropout and more tradition…