David Saxton
David Saxton has 2 papers in our library, in 2018–2019, most of them on Reasoning; often with Edward Grefenstette, Pushmeet Kohli, Felix Hill.
OpenAlex · ORCID · h-index 12 · 24 works · 1,567 citations OpenAlex, 2026-10-14
📄 2 works in our library · 🔗 Cited 323 times in our library · 2 more in our library without a page yet · ⭐ Paper Stars ranking: #5461
Affiliations
Fields, topics and concepts
📚 Shelves 6The field of science this work belongs to (OpenAlex fields).Artificial Intelligence · 2 worksArts and Humanities · 2 worksComputer Science · 2 worksLanguage and Linguistics · 2 worksComputational Theory and Mathematics · 1 workMathematics · 1 work
🧭 Topics 1Research subjects and languages the work is about.Reasoning · 1 work
Works by year
2010s
Papers
- Analysing Mathematical Reasoning Abilities of Neural Models (2019 · 288 citations)
Neural sequence models handle pattern-matching tasks well but often fail at the rule-based, compositional reasoning that school mathematics requires. - Can Neural Networks Understand Logical Entailment? (2018 · 44 citations)
The paper asks whether neural networks can decide if one propositional formula logically entails another. The task works as a clean probe of how well architectures capture purely structural properties of sequences, because variable names carry no meaning and only the connectives matter. The DeepMind authors build a…
All works
- Unifying Count-Based Exploration and Intrinsic Motivation ↗arXiv:1606.01868 · no summary yetMarc G. Bellemare et al.2016 · 311 citations
- Analysing Mathematical Reasoning Abilities of Neural ModelsarXiv:1904.01557David Saxton, Edward Grefenstette, Felix Hill, et al.2019 · 288 citations
- Unsupervised Predictive Memory in a Goal-Directed Agent ↗arXiv (Cornell University) · no summary yetGreg Wayne et al.2018 · 140 citations
- Can Neural Networks Understand Logical Entailment?arXiv:1802.08535Richard Evans, David Saxton, David Amos, et al.2018 · 44 citations
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