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Chongyi Liu

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Open access Aug 2026

History-structured forecasting of rewarded give-up behavior in a rodent metacognition task

Longitudinal animal experiments generate behavior that is individual, history-dependent, and sometimes affected by ordinary procedural irregularities, yet analyses commonly reduce such records to pooled averages or synchronous trial-level explanations. We introduce history-structured forecasting as an auditable framewo...

Bin Yin, Ya-Xin Wang, Chongyi Liu et al. · 0 citations

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