Author

Georgy K. Antonov

Max Planck Institute for Biological CyberneticsORCID 0000-0001-8887-6784Unclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

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Neuroscience· 2

Signature Assays, Organisms & Methods

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Approach:statistical model· 2 Research Focus:benchmarking· 1

Frequent Co-Authors

Peter DayaniD· 2 shared Chris GagneiD· 1 shared Eran EldariD· 1 shared

Activity by Year

2022-2025 · peak 1/yr

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3 top collaborators · 3 mutual co-author links

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2 shared papersNeuroscience

Peter DayanORCID

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2 papers

Recent·Most cited

NeuroscienceNature CommunicationsPeer-reviewedFeb 14, 2025

Exploring Replay

Georgy K. Antonov, Peter Dayan

This paper extends a reinforcement learning model to explore how replay during sleep or rest can support optimal exploration in dynamic environments.

10 citationstop 4%

statistical modelbenchmarking

𝕏 PostBluesky

NeurosciencePLoS Computational BiologyPeer-reviewedJan 12, 2022

Optimism and pessimism in optimised replay

Georgy K. Antonov, Chris Gagne, Eran Eldar, Peter Dayan

The paper shows that subjects replay sub-optimal actions under uncertainty, explaining pessimal replay through a model of decision-making and memory consolidation.

17 citations

statistical model

𝕏 PostBluesky