Zador, A. M. A critique of pure learning and what artificial neural networks can learn from animal brains. Nat. Commun. 10, 3770 (2019).

Article  PubMed  PubMed Central  Google Scholar 

LeCun, Y., Bengio, Y. & Hinton, G. Deep learning. Nature 521, 436–444 (2015).

Article  CAS  PubMed  Google Scholar 

Martini, F. J., Guillamón-Vivancos, T., Moreno-Juan, V., Valdeolmillos, M. & López-Bendito, G. Spontaneous activity in developing thalamic and cortical sensory networks. Neuron 109, 2519–2534 (2021).

Article  CAS  PubMed  PubMed Central  Google Scholar 

Wu, M. W., Kourdougli, N. & Portera-Cailliau, C. Network state transitions during cortical development. Nat. Rev. Neurosci. 25, 535–552 (2024).

Article  CAS  PubMed  PubMed Central  Google Scholar 

Kuwahara, H. & Gao, X. Stochastic effects as a force to increase the complexity of signaling networks. Sci. Rep. 3, 2297 (2013).

Article  PubMed  PubMed Central  Google Scholar 

Confavreux, B., Agnes, E. J., Zenke, F., Sprekeler, H. & Vogels, T. P. Balancing complexity, performance and plausibility to meta learn plasticity rules in recurrent spiking networks. Preprint at bioRxiv https://doi.org/10.1101/2024.06.17.599260 (2024).

Váša, F. & Mišić, B. Null models in network neuroscience. Nat. Rev. Neurosci. 23, 493–504 (2022).

Article  PubMed  Google Scholar 

Lendvai, B., Stern, E. A., Chen, B. & Svoboda, K. Experience-dependent plasticity of dendritic spines in the developing rat barrel cortex in vivo. Nature 404, 876–881 (2000).

Article  CAS  PubMed  Google Scholar 

DeBello, W. M. Micro-rewiring as a substrate for learning. Trends Neurosci. 31, 577–584 (2008).

Article  CAS  PubMed  PubMed Central  Google Scholar 

Power, J. D. & Schlaggar, B. L. Neural plasticity across the lifespan. WIREs Dev. Biol., 6, e216 (2017).

Article  Google Scholar 

Barabási, D. L., Schuhknecht, G. F. P. & Engert, F. Functional neuronal circuits emerge in the absence of developmental activity. Nat. Commun. 15, 364 (2024).

Article  PubMed  PubMed Central  Google Scholar 

Warland, D. K., Huberman, A. D. & Chalupa, L. M. Dynamics of spontaneous activity in the fetal macaque retina during development of retinogeniculate pathways. J. Neurosci. 26, 5190–5197 (2006).

Article  CAS  PubMed  PubMed Central  Google Scholar 

Ge, X. et al. Retinal waves prime visual motion detection by simulating future optic flow. Science 373, eabd0830 (2021).

Article  CAS  PubMed  PubMed Central  Google Scholar 

Langen, M. et al. The developmental rules of neural superposition in Drosophila. Cell 162, 120–133 (2015).

Article  CAS  PubMed  PubMed Central  Google Scholar 

Hiesinger, P. R. et al. Activity-independent prespecification of synaptic partners in the visual map of Drosophila. Curr. Biol. 16, 1835–1843 (2006).

Article  CAS  PubMed  PubMed Central  Google Scholar 

Corver, A., Wilkerson, N., Miller, J. & Gordus, A. Distinct movement patterns generate stages of spider web building. Curr. Biol. 31, 4983–4997.e5 (2021).

Article  CAS  PubMed  PubMed Central  Google Scholar 

Moss, S. Planet Earth II: A New World Revealed (Penguin Random House, 2016).

Honza, M., Vošlajerová, K. & Moskát, C. Eviction behaviour of the common cuckoo Cuculus canorus chicks. J. Avian Biol. 38, 385–389 (2007).

Article  Google Scholar 

Maggini, I. & Bairlein, F. Innate sex differences in the timing of spring migration in a songbird. PLoS ONE 7, e31271 (2012).

Article  CAS  PubMed  PubMed Central  Google Scholar 

Berthold, P. & Helbig, A. J. The genetics of bird migration: stimulus, timing, and direction. IBIS 134, 35–40 (2008).

Article  Google Scholar 

Acworth, N. R. J. The healthy neonatal foal: routine examinations and preventative medicine. Equine Vet. Educ. 15, 207–211 (2003).

Article  Google Scholar 

Fishell, G. & Kepecs, A. Interneuron types as attractors and controllers. Annu. Rev. Neurosci. 43, 1–30 (2020).

Article  CAS  PubMed  Google Scholar 

Konstantinides, N. et al. A complete temporal transcription factor series in the fly visual system. Nature 604, 316–322 (2022).

Article  CAS  PubMed  PubMed Central  Google Scholar 

Shabani, K. & Hassan, B. A. The brain on time: links between development and neurodegeneration. Development 150, dev200397 (2023).

Article  CAS  PubMed  PubMed Central  Google Scholar 

Kurmangaliyev, Y. Z., Yoo, J., Valdes-Aleman, J., Sanfilippo, P. & Zipursky, S. L. Transcriptional programs of circuit assembly in the Drosophila visual system. Neuron 108, 1045–1057.e6 (2020).

Article  CAS  PubMed  Google Scholar 

Kerstjens, S., Michel, G. & Douglas, R. J. Constructive connectomics: how neuronal axons get from here to there using gene-expression maps derived from their family trees. PLoS Comput. Biol. 18, e1010382 (2022).

Article  CAS  PubMed  PubMed Central  Google Scholar 

Agi, E. et al. Axonal self-sorting without target guidance in visual map formation. Science 383, 1084–1092 (2024).

Article  CAS  PubMed  Google Scholar 

Sanes, J. R. & Zipursky, S. L. Synaptic specificity, recognition molecules, and assembly of neural circuits. Cell 181, 1434–1435 (2020).

Article  CAS  PubMed  Google Scholar 

Flaherty, E. & Maniatis, T. The role of clustered protocadherins in neurodevelopment and neuropsychiatric diseases. Curr. Opin. Genet. Dev. 65, 144–150 (2020).

Article  CAS  PubMed  PubMed Central  Google Scholar 

Valdes-Aleman, J. et al. Comparative connectomics reveals how partner identity, location, and activity specify synaptic connectivity in Drosophila. Neuron 109, 105–122.e7 (2021).

Article  CAS  PubMed  PubMed Central  Google Scholar 

Barabási, D. L. & Czégel, D. Constructing graphs from genetic encodings. Sci. Rep. 11, 13270 (2021).

Article  PubMed  PubMed Central  Google Scholar 

Hiesinger, P. R. & Hassan, B. A. The evolution of variability and robustness in neural development. Trends Neurosci. 41, 577–586 (2018).

Article  CAS  PubMed  Google Scholar 

Hiesinger, P. R. The Self-Assembling Brain: How Neural Networks Grow Smarter (Princeton Univ. Press, 2021).

Farhoodi, R. & Kording, K. P. Sampling neuron morphologies. Preprint at bioRxiv https://doi.org/10.1101/248385 (2018).

Xu, C. et al. Molecular and cellular mechanisms of teneurin signaling in synaptic partner matching. Cell 187, 5081–5101.e19 (2024).

Article  CAS