Varun Kanade
Varun Kanade is a computer scientist who studies machine learning foundations and how Transformers learn from examples. He earned a BTech at the Indian Institute of Technology in Mumbai in 2006, studied at Georgia Tech and Harvard, and joined UC Berkeley as a Simons Postdoctoral Fellow in 2012. His work ranges from hierarchical clustering to fairness in prediction, including how global calibration strengthens multiaccuracy. He received a Turing Fellowship in 2024 and is an Associate Professor of Computer Science at Oxford and a Chen StarVerse Fellow at Lady Margaret Hall.
- Now at
- Lady Margaret Hall, University of Oxford and European Laboratory for Learning and Intelligent Systems
Timeline
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2006
A BTech in Mumbai
He earns a BTech at the Indian Institute of Technology in Mumbai, India in 2006.
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2009–2012
Georgia Tech and Harvard
Before Harvard, he studies at Georgia Tech with Adam Kalai. From fall 2009 to summer 2012, he is a PhD student at Harvard, with Leslie Valiant as his adviser.
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2012
A Simons postdoctoral fellowship
He joins UC Berkeley as a Simons Postdoctoral Fellow in fall 2012.
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2018
Hierarchical clustering objectives
At SODA 2018, he coauthors a paper that uses an axiomatic approach to define objectives for similarity and dissimilarity-based hierarchical clustering.
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2024
Learning inside Transformers
At ICLR 2024, he coauthors a study of in-context learning over Boolean functions. The study finds that Transformers nearly match the optimal learning algorithm on simpler tasks, with weaker performance on complex ones.
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2024
An Alan Turing Fellowship
The Alan Turing Institute awards him a Turing Fellowship in 2024. His work covers the foundations of machine learning and the algorithmic properties of foundation models.
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2025
Calibration and multiaccuracy
In 2025, he coauthors a paper on multiaccuracy and multicalibration, two multigroup fairness notions for prediction. It finds that global calibration strengthens multiaccuracy's power.
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As of October 2026
Associate Professor at Oxford
As of October 2026, he is an Associate Professor of Computer Science at Oxford and a Chen StarVerse Fellow in Computer Science and a Governing Body Fellow at Lady Margaret Hall. ELLIS lists him as a Scholar in the Oxford unit.
Career
- NowLady Margaret Hall, University of OxfordChen StarVerse Fellow in Computer Science and Governing Body Fellow
- NowEuropean Laboratory for Learning and Intelligent SystemsScholar in the Oxford unit
- NowUniversity of OxfordAssociate Professor of Computer Science
- From 2012University of California, BerkeleySimons Postdoctoral Fellow
Education
- 2012Harvard UniversityPhD Student
- 2006IIT BombayBTech
- Georgia Institute of TechnologyGraduate Student
Sources and credits
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- Varun Kanade
- Hierarchical Clustering: Objective Functions and Algorithms
- Research
- Understanding In-Context Learning in Transformers and LLMs by Learning to Learn Discrete Functions
- Varun Kanade awarded prestigious Turing Fellowship
- How Global Calibration Strengthens Multiaccuracy
- Varun Kanade | Lady Margaret Hall
- Varun Kanade | Department of Computer Science
- Varun Kanade | European Laboratory for Learning and Intelligent Systems

