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Hugh Perkins

7 papers hereh-index 5215 citations11 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • sole author4
  • first author2
  • middle author1

Across the 7 of 7 papers where every author was matched, so the position is known.

fields
  • cs.CL4
  • cs.LG1
  • cs.NE1
  • stat.ML1

identity via Semantic Scholar / OpenAlex

activity
20132021
most citedGibbs Max-margin Topic Models with Data Augmentation

70 citations · 88 across the 7 of their papers we have counts for

collaborators
Showing 2021Show all

3 papers · 1 filter

cs.CL2021

TexRel: a Green Family of Datasets for Emergent Communications on Relations

Hugh Perkins

We propose a new dataset TexRel as a playground for the study of emergent communications, in particular for relations. By comparison with other relations datasets, TexRel provides…

cs.CL2021

Neural networks can understand compositional functions that humans do not, in the context of emergent communication

Hugh Perkins

We show that it is possible to craft transformations that, applied to compositional grammars, result in grammars that neural networks can learn easily, but humans do not. This coul…

cs.CL2021★ 1 cited

Compositionality Through Language Transmission, using Artificial Neural Networks

Hugh Perkins

We propose an architecture and process for using the Iterated Learning Model ("ILM") for artificial neural networks. We show that ILM does not lead to the same clear compositionali…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.