David G. T. Barrett
David G. T. Barrett has 2 papers in our library, in 2017–2018, most of them on Reasoning; often with Adam Santoro, Timothy Lillicrap, Ari S. Morcos.
OpenAlex · ORCID · h-index 15 · 48 works · 1,710 citations OpenAlex, 2026-10-14
📄 2 works in our library · 🔗 Cited 281 times in our library · ⭐ Paper Stars ranking: #3135
Affiliations
🏢Google DeepMindLondon ·
United Kingdom2017–2026 · 13 papers🏢GoogleMountain View ·
United States2017–2021 · 6 papers🔬École Normale Supérieure - PSLParis ·
France2012–2016 · 6 papers🔬Champalimaud FoundationLisbon ·
Portugal2013–2016 · 4 papers🔬Laboratoire de Neurosciences CognitivesParis ·
France2015–2016 · 3 papers🎓Trinity College DublinDublin ·
Ireland2007–2009 · 2 papers🏢GoogleDublin ·
IrelandEmployment
Fields, topics and concepts
📚 Shelves 5The field of science this work belongs to (OpenAlex fields).Computer Science · 2 worksArtificial Intelligence · 2 worksArts and Humanities · 1 workComputer Vision and Pattern Recognition · 1 workLanguage and Linguistics · 1 work
🧭 Topics 1Research subjects and languages the work is about.Reasoning · 2 works
Works by year
2010s
Papers
- A simple neural network module for relational reasoning (2017 · 632 citations)
Networks such as CNNs and MLPs often fail on questions that depend on how several entities relate. Symbolic systems handle relations well but are brittle and hard to ground in raw input. The authors propose the Relation Network (RN), a small, fully differentiable module. It takes a set of "objects," applies one… - Measuring abstract reasoning in neural networks (2018 · 173 citations)
The authors from DeepMind examine whether neural networks truly learn to reason abstractly or merely exploit superficial statistical regularities in the data.
Co-authors here
- Adam Santoro ×2
- Timothy Lillicrap ×2
- Ari S. Morcos
- David Raposo
- Felix Hill
- Mateusz Malinowski
- Peter Battaglia
- Razvan Pascanu
Cited by
Updated
This page in Markdown → https://md.research.elamur.ai/free/en/authors/david-g-t-barrett/