Chrisantha Fernando
Chrisantha Fernando has 2 papers in our library, in 2017–2023; often with Dylan Banarse, Alexander Pritzel, Charles Blundell.
OpenAlex · ORCID · h-index 23 · 77 works · 3,832 citations OpenAlex, 2026-10-14
📄 2 works in our library · 🔗 Cited 2,625 times in our library · 2 more in our library without a page yet · ⭐ Paper Stars ranking: #3047
Affiliations
🎓University of SussexBrighton ·
United Kingdom2003–2013 · 23 papers🎓Queen Mary University of LondonLondon ·
United Kingdom2012–2019 · 22 papers🏢Google DeepMindLondon ·
United Kingdom2016–2024 · 11 papers🏛️Medical Research CouncilLondon ·
United Kingdom2008–2013 · 9 papers🔬Collegium BudapestBudapest ·
Hungary2005–2011 · 9 papers🎓University of BirminghamBirmingham ·
United Kingdom2007–2008 · 8 papers🎓University of LondonLondon ·
United Kingdom2012–2014 · 6 papers🏢GoogleMountain View ·
United States2017–2019 · 2 papers
Fields, topics and concepts
📚 Shelves 4The field of science this work belongs to (OpenAlex fields).Artificial Intelligence · 2 worksComputer Science · 2 worksArts and Humanities · 1 workLanguage and Linguistics · 1 work
Works by year
2020s
2010s
Papers
- PathNet: Evolution Channels Gradient Descent in Super Neural Networks (2017 · 667 citations)
The paper asks how one very large neural network could learn many tasks one after another. The goal is to reuse earlier knowledge without overwriting it, which is known as catastrophic forgetting. The authors propose PathNet, a modular network of several layers, each with many small modules. A population of… - Promptbreeder: Self-Referential Self-Improvement Via Prompt Evolution (2023 · 174 citations)
Hand-written prompting strategies like Chain-of-Thought help LLMs reason, but they are generic and seldom the best choice for a particular task.
All works
- PathNet: Evolution Channels Gradient Descent in Super Neural NetworksarXiv:1701.08734Chrisantha Fernando, Dylan Banarse, Charles Blundell, et al.2017 · 667 citations
- Population Based Training of Neural Networks ↗arXiv (Cornell University) · no summary yetMax Jaderberg et al.2017 · 310 citations
- Hierarchical Representations for Efficient Architecture Search ↗arXiv (Cornell University) · no summary yetLiu, Hanxiao et al.2017 · 298 citations
- Promptbreeder: Self-Referential Self-Improvement Via Prompt EvolutionarXiv:2309.16797Chrisantha Fernando, Dylan Banarse, Henryk Michalewski, et al.2023 · 174 citations
Co-authors here
- Dylan Banarse ×2
- Alexander Pritzel
- Charles Blundell
- Daan Wierstra
- David Ha
- Henryk Michalewski
- Tim Rocktaschel
Cited by
Updated
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