Concepedia

Author

Matthew Farrell

University of WashingtonORCID

Also Known As

Farrell, Matthew, Matthew Farrell

23

Publications

283

Citations

9

H-Index

24

Concepts

All Affiliations

University of WashingtonUniversité de MontréalUniversity of Washington Applied Physics LaboratoryMila - Quebec Artificial Intelligence InstituteAllen Institute
MF

About

Matthew Farrell is an author at University of Washington specializing in computer science, engineering, and machine learning.

Top Concepts

#ConceptH-IndexPublicationsCitations

1

Engineering

5

5

137

2

Computer Science

5

5

137

3

Data Science

3

3

77

4

Social Sciences

2

2

35

5

Cognitive Science

2

2

35

Matthew Farrell

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7

Publications

227

Citations

7

H-Index

YearCitations

Predictive learning as a network mechanism for extracting low-dimensional latent space representations

Stefano Recanatesi, Matthew Farrell, Guillaume Lajoie,

Nature Communications

2021

77

Gradient-based learning drives robust representations in recurrent neural networks by balancing compression and expansion

Matthew Farrell, Stefano Recanatesi, Timothy C. Moore,

Nature Machine Intelligence

2022

45

Dimensionality compression and expansion in Deep Neural Networks

Stefano Recanatesi, Matthew Farrell, Madhu Advani,

arXiv (Cornell University)

2019

42

Recurrent neural networks learn robust representations by dynamically balancing compression and expansion

Matthew Farrell, Stefano Recanatesi, Guillaume Lajoie,

2019

22

CoEulerian graphs

Matthew Farrell, Lionel Levine

Proceedings of the American Mathematical Society

2015

15

Dynamic compression and expansion in a classifying recurrent network

Matthew Farrell, Stefano Recanatesi, Guillaume Lajoie,

2019

13

Predictive learning as a network mechanism for extracting low-dimensional latent space representations

Stefano Recanatesi, Matthew Farrell, Guillaume Lajoie,

2018

13

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