One number per person: what individualising a learning rate is worth, and for whom

Companion repository for the manuscript "Who needs calibration? A single adaptation rate sets where individualisation pays" (submitted to Behavior Research Methods). Contains analysis code, seven frozen analysis protocols with SHA-256 input manifests, figures, machine-readable result files, study protocols and supplementary methods. All behavioural data analysed are public at source: Piray & Daw (2024) Nat Commun 15 (github.com/payampiray/stovol-learning, commit 71121dc), OpenNeuro ds003772, OSF 4ng3e.

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Publication Details

Journal
Open Science Framework
Published
2026-10-28
DOI
https://doi.org/10.17605/osf.io/rn2d7
Primary Topic
Decision-Making and Behavioral Economics
Type
article
Field-Weighted Citation Impact
0.00
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article

One number per person: what individualising a learning rate is worth, and for whom

Wenjie Li, Junhao Zhan, Jufeng Li
Open Science Framework
Decision-Making and Behavioral Economics
article

One number per person: what individualising a learning rate is worth, and for whom

Wenjie Li, Junhao Zhan, Jufeng Li
article en

Abstract

Companion repository for the manuscript "Who needs calibration? A single adaptation rate sets where individualisation pays" (submitted to Behavior Research Methods). Contains analysis code, seven frozen analysis protocols with SHA-256 input manifests, figures, machine-readable result files, study protocols and supplementary methods. All behavioural data analysed are public at source: Piray & Daw (2024) Nat Commun 15 (github.com/payampiray/stovol-learning, commit 71121dc), OpenNeuro ds003772, OSF 4ng3e.

Open Science Framework
Openalex Percentile: Top 7%
Decision-Making and Behavioral Economics
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One number per person: what individualising a learning rate is worth, and for whom — Wenjie Li, Junhao Zhan, et al. · Open Science Framework (2026) | TGRS Research Map | TGRS