Data availability
The data supporting the findings of this study are available on Zenodo 68 ( https://doi.org/10.5281/zenodo.18535967 ). Source data are provided with this paper.
Code availability
The source code for the spiking neural network model is available on GitHub ( https://github.com/Mulab2020/HAN ). The custom analysis code for experimental data is available on Zenodo 68 ( https://doi.org/10.5281/zenodo.18535967 ).
References
Cicchini, G. M., Mikellidou, K. & Burr, D. C. Serial dependence in perception. Annu. Rev. Psychol. 75 , 129–154 (2024).
Article
PubMed
Google Scholar
Kiyonaga, A., Scimeca, J. M., Bliss, D. P. & Whitney, D. Serial dependence across perception, attention, and memory. Trends Cogn. Sci. 21 , 493–497 (2017).
Article
PubMed
PubMed Central
Google Scholar
Manassi, M. & Whitney, D. Continuity fields enhance visual perception through positive serial dependence. Nat. Rev. Psychol. 3 , 352–366 (2024).
Article
PubMed
PubMed Central
Google Scholar
Hattori, R., Danskin, B., Babic, Z., Mlynaryk, N. & Komiyama, T. Area-specificity and plasticity of history-dependent value coding during learning. Cell 177 , 1858–1872.e15 (2019).
Article
CAS
PubMed
PubMed Central
Google Scholar
Hwang, E. J. et al. Corticostriatal flow of action selection bias. Neuron 104 , 1126–1140.e6 (2019).
Article
CAS
PubMed
PubMed Central
Google Scholar
Akrami, A., Kopec, C. D., Diamond, M. E. & Brody, C. D. Posterior parietal cortex represents sensory history and mediates its effects on behaviour. Nature 554 , 368–372 (2018).
Article
ADS
CAS
PubMed
Google Scholar
Barbosa, J. et al. Interplay between persistent activity and activity-silent dynamics in the prefrontal cortex underlies serial biases in working memory. Nat. Neurosci. 23 , 1016–1024 (2020).
Article
CAS
PubMed
PubMed Central
Google Scholar
Thompson, J. A., Costabile, J. D. & Felsen, G. Mesencephalic representations of recent experience influence decision making. eLife 5 , e16572 (2016).
Article
PubMed
PubMed Central
Google Scholar
Urai, A. E. & Donner, T. H. Persistent activity in human parietal cortex mediates perceptual choice repetition bias. Nat. Commun. 13 , 6015 (2022).
Article
ADS
CAS
PubMed
PubMed Central
Google Scholar
Findling, C. et al. Brain-wide representations of prior information in mouse decision-making. Nature 645 , 192–200 (2025).
Article
ADS
CAS
PubMed
PubMed Central
Google Scholar
Morcos, A. S. & Harvey, C. D. History-dependent variability in population dynamics during evidence accumulation in cortex. Nat. Neurosci. 19 , 1672–1681 (2016).
Article
CAS
PubMed
PubMed Central
Google Scholar
Ahrens, M. B., Orger, M. B., Robson, D. N., Li, J. M. & Keller, P. J. Whole-brain functional imaging at cellular resolution using light-sheet microscopy. Nat. Methods 10 , 413–420 (2013).
Article
CAS
PubMed
Google Scholar
Vladimirov, N. et al. Light-sheet functional imaging in fictively behaving zebrafish. Nat. Methods 11 , 883–884 (2014).
Article
CAS
PubMed
Google Scholar
Mu, Y. et al. Glia accumulate evidence that actions are futile and suppress unsuccessful behavior. Cell 178 , 27–43.e19 (2019).
Article
CAS
PubMed
Google Scholar
Du, X. et al. Nervous system-wide single-cell morphology atlas of excitatory and inhibitory neurons in larval zebrafish. Preprint at bioRXiv https://doi.org/10.1101/2025.06.06.658008 (2025).
Molano-Mazón, M. et al. Recurrent networks endowed with structural priors explain suboptimal animal behavior. Curr. Biol. 33 , 622–638.e7 (2023).
Article
PubMed
Google Scholar
Yu, A. J. & Cohen, J. D. Sequential effects: superstition or rational behavior? Adv. Neural Inf. Process. Syst. 21 , 1873–1880 (2008).
Fischer, J. & Whitney, D. Serial dependence in visual perception. Nat. Neurosci. 17 , 738–743 (2014).
Article
CAS
PubMed
PubMed Central
Google Scholar
Braun, A. & Donner, T. H. Adaptive biasing of action-selective cortical build-up activity by stimulus history. eLife 12 , RP86740 (2023).
Article
CAS
PubMed
PubMed Central
Google Scholar
Gupta, D., DePasquale, B., Kopec, C. D. & Brody, C. D. Trial-history biases in evidence accumulation can give rise to apparent lapses in decision-making. Nat. Commun. 15 , 662 (2024).
Article
ADS
CAS
PubMed
PubMed Central
Google Scholar
Shiozaki, H. M. & Kazama, H. Parallel encoding of recent visual experience and self-motion during navigation in Drosophila . Nat. Neurosci. 20 , 1395–1403 (2017).
Article
CAS
PubMed
Google Scholar
Fritsche, M., Spaak, E. & De Lange, F. P. A Bayesian and efficient observer model explains concurrent attractive and repulsive history biases in visual perception. eLife 9 , e55389 (2020).
Article
PubMed
PubMed Central
Google Scholar
Zhang, H. & Luo, H. Feature-specific reactivations of past information shift current neural encoding thereby mediating serial…
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