{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,26]],"date-time":"2026-02-26T15:55:34Z","timestamp":1772121334477,"version":"3.50.1"},"reference-count":93,"publisher":"Elsevier BV","license":[{"start":{"date-parts":[[2025,11,1]],"date-time":"2025-11-01T00:00:00Z","timestamp":1761955200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/tdm\/userlicense\/1.0\/"},{"start":{"date-parts":[[2025,11,1]],"date-time":"2025-11-01T00:00:00Z","timestamp":1761955200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/legal\/tdmrep-license"},{"start":{"date-parts":[[2025,7,5]],"date-time":"2025-07-05T00:00:00Z","timestamp":1751673600000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100000923","name":"Australian Research Council","doi-asserted-by":"publisher","award":["DE210100790"],"award-info":[{"award-number":["DE210100790"]}],"id":[{"id":"10.13039\/501100000923","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100000925","name":"National Health and Medical Research Council","doi-asserted-by":"publisher","award":["2026318"],"award-info":[{"award-number":["2026318"]}],"id":[{"id":"10.13039\/501100000925","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["elsevier.com","sciencedirect.com"],"crossmark-restriction":true},"short-container-title":["Neural Networks"],"published-print":{"date-parts":[[2025,11]]},"DOI":"10.1016\/j.neunet.2025.107834","type":"journal-article","created":{"date-parts":[[2025,7,6]],"date-time":"2025-07-06T10:31:51Z","timestamp":1751797911000},"page":"107834","update-policy":"https:\/\/doi.org\/10.1016\/elsevier_cm_policy","source":"Crossref","is-referenced-by-count":2,"special_numbering":"C","title":["Energy efficiency and sensitivity benefits in a motion processing adaptive recurrent neural network"],"prefix":"10.1016","volume":"191","author":[{"ORCID":"https:\/\/orcid.org\/0009-0000-0402-9992","authenticated-orcid":false,"given":"Vishnu","family":"Mohan","sequence":"first","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8416-005X","authenticated-orcid":false,"given":"Reuben","family":"Rideaux","sequence":"additional","affiliation":[]}],"member":"78","reference":[{"issue":"5892","key":"10.1016\/j.neunet.2025.107834_bib90","doi-asserted-by":"crossref","first-page":"523","DOI":"10.1038\/300523a0","article-title":"Phenomenal coherence of moving visual patterns","volume":"300","author":"Adelson","year":"1982","journal-title":"Nature"},{"issue":"2","key":"10.1016\/j.neunet.2025.107834_bib0002","doi-asserted-by":"crossref","first-page":"105","DOI":"10.1068\/p140105","article-title":"Direction- and velocity-specific responses from beyond the classical receptive field in the middle temporal visual area (MT)","volume":"14","author":"Allman","year":"1985","journal-title":"Perception"},{"key":"10.1016\/j.neunet.2025.107834_bib94","article-title":"Long short-term memory and learning-to-learn in networks of spiking neurons","volume":"31","author":"Bellec","year":"2018","journal-title":"Advances in Neural Information Processing Systems"},{"issue":"33","key":"10.1016\/j.neunet.2025.107834_bib0003","doi-asserted-by":"crossref","first-page":"33","DOI":"10.1523\/JNEUROSCI.0554-04.2004","article-title":"Adaptive temporal integration of motion in direction-selective neurons in Macaque visual cortex","volume":"24","author":"Bair","year":"2004","journal-title":"The Journal of Neuroscience"},{"issue":"4913","key":"10.1016\/j.neunet.2025.107834_bib0004","doi-asserted-by":"crossref","first-page":"1345","DOI":"10.1038\/2001345a0","article-title":"Evidence for a physiological explanation of the waterfall phenomenon and figural after-effects","volume":"200","author":"Barlow","year":"1963","journal-title":"Nature"},{"key":"10.1016\/j.neunet.2025.107834_bib0005","series-title":"The computing neuron","first-page":"54","article-title":"Adaptation and decorrelation in the cortex","author":"Barlow","year":"1989"},{"issue":"1","key":"10.1016\/j.neunet.2025.107834_bib95","doi-asserted-by":"crossref","first-page":"3625","DOI":"10.1038\/s41467-020-17236-y","article-title":"A solution to the learning dilemma for recurrent networks of spiking neurons","volume":"11","author":"Bellec","year":"2020","journal-title":"Nature Communications"},{"issue":"11","key":"10.1016\/j.neunet.2025.107834_bib0006","doi-asserted-by":"crossref","first-page":"2523","DOI":"10.1162\/089976603322385063","article-title":"A universal model for spike-frequency adaptation","volume":"15","author":"Benda","year":"2003","journal-title":"Neural Computation"},{"issue":"1","key":"10.1016\/j.neunet.2025.107834_bib0007","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1146\/annurev.neuro.26.041002.131052","article-title":"Structure and function of visual area MT","volume":"28","author":"Born","year":"2005","journal-title":"Annual Review of Neuroscience"},{"key":"10.1016\/j.neunet.2025.107834_bib0008","doi-asserted-by":"crossref","first-page":"389","DOI":"10.1146\/annurev.neuro.29.051605.112953","article-title":"Mechanisms of self-motion perception","volume":"31","author":"Britten","year":"2008","journal-title":"Annual Review of Neuroscience"},{"issue":"13","key":"10.1016\/j.neunet.2025.107834_bib0009","doi-asserted-by":"crossref","first-page":"13","DOI":"10.1016\/j.visres.2011.02.008","article-title":"Motion psychophysics: 1985\u20132010","volume":"51","author":"Burr","year":"2011","journal-title":"Vision Research"},{"issue":"12","key":"10.1016\/j.neunet.2025.107834_bib0010","doi-asserted-by":"crossref","DOI":"10.1371\/journal.pcbi.1003963","article-title":"Deep neural networks rival the representation of primate IT cortex for core visual object recognition","volume":"10","author":"Cadieu","year":"2014","journal-title":"PLOS Computational Biology"},{"key":"10.1016\/j.neunet.2025.107834_bib0011","series-title":"Cerebral cortex","doi-asserted-by":"crossref","first-page":"401","DOI":"10.1007\/978-1-4615-4903-1_7","article-title":"Linearity and gain control in V1 simple cells","volume":"13","author":"Carandini","year":"1999"},{"issue":"23","key":"10.1016\/j.neunet.2025.107834_bib0012","doi-asserted-by":"crossref","first-page":"9387","DOI":"10.1523\/JNEUROSCI.21-23-09387.2001","article-title":"Shifts in the population response in the middle temporal visual area parallel perceptual and motor illusions produced by apparent motion","volume":"21","author":"Churchland","year":"2001","journal-title":"The Journal of Neuroscience"},{"issue":"25","key":"10.1016\/j.neunet.2025.107834_bib0013","doi-asserted-by":"crossref","first-page":"3125","DOI":"10.1016\/j.visres.2007.08.023","article-title":"Visual adaptation: Neural, psychological and computational aspects","volume":"47","author":"Clifford","year":"2007","journal-title":"Vision Research"},{"issue":"26","key":"10.1016\/j.neunet.2025.107834_bib0014","doi-asserted-by":"crossref","first-page":"26","DOI":"10.1016\/S0042-6989(99)00151-0","article-title":"Adaptation to temporal modulation can enhance differential speed sensitivity","volume":"39","author":"Clifford","year":"1999","journal-title":"Vision Research"},{"issue":"18","key":"10.1016\/j.neunet.2025.107834_bib0015","doi-asserted-by":"crossref","first-page":"R921","DOI":"10.1016\/j.cub.2014.08.026","article-title":"Neural networks and neuroscience-inspired computer vision","volume":"24","author":"Cox","year":"2014","journal-title":"Current Biology"},{"issue":"23","key":"10.1016\/j.neunet.2025.107834_bib0016","doi-asserted-by":"crossref","first-page":"2817","DOI":"10.1016\/j.cub.2014.10.015","article-title":"Optic flow induces nonvisual self-motion aftereffects","volume":"24","author":"Cuturi","year":"2014","journal-title":"Current Biology: CB"},{"issue":"5","key":"10.1016\/j.neunet.2025.107834_bib0017","first-page":"5","article-title":"Spatial frequency selectivity of cells in macaque visual cortex","volume":"22","author":"De Valois","year":"1982","journal-title":"Vision Research"},{"issue":"10","key":"10.1016\/j.neunet.2025.107834_bib0018","doi-asserted-by":"crossref","first-page":"4046","DOI":"10.1523\/JNEUROSCI.19-10-04046.1999","article-title":"Functional micro-organization of primary visual cortex: Receptive field analysis of nearby neurons","volume":"19","author":"DeAngelis","year":"1999","journal-title":"Journal of Neuroscience"},{"key":"10.1016\/j.neunet.2025.107834_bib0019","unstructured":"Duong, L. R., Bredenberg, C., Heeger, D. J., & Simoncelli, E. P. (2023). Adaptive coding efficiency in recurrent cortical circuits via gain control (No. arXiv:2305.19869). ArXiv. https:\/\/doi.org\/10.48550\/arXiv.2305.19869."},{"key":"10.1016\/j.neunet.2025.107834_bib0020","doi-asserted-by":"crossref","first-page":"11","DOI":"10.1016\/j.visres.2012.10.004","article-title":"How many motion signals can be simultaneously perceived?","volume":"76","author":"Edwards","year":"2013","journal-title":"Vision Research"},{"issue":"6849","key":"10.1016\/j.neunet.2025.107834_bib0021","doi-asserted-by":"crossref","first-page":"787","DOI":"10.1038\/35090500","article-title":"Efficiency and ambiguity in an adaptive neural code","volume":"412","author":"Fairhall","year":"2001","journal-title":"Nature"},{"issue":"1","key":"10.1016\/j.neunet.2025.107834_bib0022","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1038\/s44172-024-00165-9","article-title":"Spike frequency adaptation: Bridging neural models and neuromorphic applications","volume":"3","author":"Ganguly","year":"2024","journal-title":"Communications Engineering"},{"issue":"45","key":"10.1016\/j.neunet.2025.107834_bib0023","doi-asserted-by":"crossref","first-page":"45","DOI":"10.1073\/pnas.1101141108","article-title":"Perceptual and neural consequences of rapid motion adaptation","volume":"108","author":"Glasser","year":"2011","journal-title":"Proceedings of the National Academy of Sciences"},{"issue":"1_suppl","key":"10.1016\/j.neunet.2025.107834_bib0024","doi-asserted-by":"crossref","DOI":"10.1068\/v96l0805","article-title":"The orthogonal motion aftereffect","volume":"25","author":"Grunewald","year":"1996","journal-title":"Perception"},{"issue":"27","key":"10.1016\/j.neunet.2025.107834_bib0025","doi-asserted-by":"crossref","first-page":"27","DOI":"10.1523\/JNEUROSCI.5023-14.2015","article-title":"Deep neural networks reveal a gradient in the complexity of neural representations across the ventral stream","volume":"35","author":"Guclu","year":"2015","journal-title":"Journal of Neuroscience"},{"key":"10.1016\/j.neunet.2025.107834_bib0026","doi-asserted-by":"crossref","first-page":"67","DOI":"10.3389\/fnins.2019.00067","article-title":"A model of motion processing in the visual cortex using neural field with asymmetric hebbian learning","volume":"13","author":"Gundavarapu","year":"2019","journal-title":"Frontiers in Neuroscience"},{"issue":"16","key":"10.1016\/j.neunet.2025.107834_bib0027","doi-asserted-by":"crossref","first-page":"7162","DOI":"10.1523\/JNEUROSCI.19-16-07162.1999","article-title":"Motion opponency in visual cortex","volume":"19","author":"Heeger","year":"1999","journal-title":"The Journal of Neuroscience"},{"issue":"Pt 2","key":"10.1016\/j.neunet.2025.107834_bib0028","doi-asserted-by":"crossref","first-page":"451","DOI":"10.1113\/jphysiol.2007.131631","article-title":"Influence of adapting speed on speed and contrast coding in the primary visual cortex of the cat","volume":"584","author":"Hietanen","year":"2007","journal-title":"The Journal of Physiology"},{"issue":"9","key":"10.1016\/j.neunet.2025.107834_bib0029","doi-asserted-by":"crossref","DOI":"10.1371\/journal.pcbi.1009246","article-title":"Adaptation supports short-term memory in a visual change detection task","volume":"17","author":"Hu","year":"2021","journal-title":"PLOS Computational Biology"},{"issue":"1","key":"10.1016\/j.neunet.2025.107834_bib0030","doi-asserted-by":"crossref","first-page":"106","DOI":"10.1113\/jphysiol.1962.sp006837","article-title":"Receptive fields, binocular interaction and functional architecture in the cat's visual cortex","volume":"160","author":"HUBEL","year":"1962","journal-title":"Journal of Physiology"},{"issue":"1","key":"10.1016\/j.neunet.2025.107834_bib0031","doi-asserted-by":"crossref","first-page":"5957","DOI":"10.1038\/s41467-024-50114-5","article-title":"Biophysical neural adaptation mechanisms enable artificial neural networks to capture dynamic retinal computation","volume":"15","author":"Idrees","year":"2024","journal-title":"Nature Communications"},{"issue":"8","key":"10.1016\/j.neunet.2025.107834_bib93","doi-asserted-by":"crossref","first-page":"1379","DOI":"10.1109\/JPROC.2015.2444094","article-title":"Memory and information processing in neuromorphic systems","volume":"103","author":"Indiveri","year":"2015","journal-title":"Proceedings of the IEEE"},{"issue":"6","key":"10.1016\/j.neunet.2025.107834_bib0032","doi-asserted-by":"crossref","first-page":"1569","DOI":"10.1109\/TNN.2003.820440","article-title":"Simple model of spiking neurons","volume":"14","author":"Izhikevich","year":"2003","journal-title":"IEEE Transactions on Neural Networks"},{"issue":"5","key":"10.1016\/j.neunet.2025.107834_bib0033","doi-asserted-by":"crossref","first-page":"472","DOI":"10.1016\/j.cub.2006.01.032","article-title":"Spatially localized distortions of event time","volume":"16","author":"Johnston","year":"2006","journal-title":"Current Biology: CB"},{"issue":"6","key":"10.1016\/j.neunet.2025.107834_bib0034","doi-asserted-by":"crossref","first-page":"974","DOI":"10.1038\/s41593-019-0392-5","article-title":"Evidence that recurrent circuits are critical to the ventral stream\u2019s execution of core object recognition behavior","volume":"22","author":"Kar","year":"2019","journal-title":"Nature Neuroscience"},{"issue":"11","key":"10.1016\/j.neunet.2025.107834_bib0035","doi-asserted-by":"crossref","DOI":"10.1371\/journal.pcbi.1003915","article-title":"Deep supervised, but not unsupervised, models may explain IT cortical representation","volume":"10","author":"Khaligh-Razavi","year":"2014","journal-title":"PLOS Computational Biology"},{"key":"10.1016\/j.neunet.2025.107834_bib0036","unstructured":"Kingma, D. P., & Ba, J. (2017). Adam: A method for stochastic optimization (No. arXiv:1412.6980). ArXiv. https:\/\/doi.org\/10.48550\/arXiv.1412.6980."},{"issue":"5","key":"10.1016\/j.neunet.2025.107834_bib0037","doi-asserted-by":"crossref","first-page":"3155","DOI":"10.1152\/jn.00086.2007","article-title":"Visual adaptation: Physiology, mechanisms, and functional benefits","volume":"97","author":"Kohn","year":"2007","journal-title":"Journal of Neurophysiology"},{"issue":"4","key":"10.1016\/j.neunet.2025.107834_bib0038","doi-asserted-by":"crossref","first-page":"681","DOI":"10.1016\/S0896-6273(03)00438-0","article-title":"Neuronal adaptation to visual motion in area MT of the macaque","volume":"39","author":"Kohn","year":"2003","journal-title":"Neuron"},{"issue":"7","key":"10.1016\/j.neunet.2025.107834_bib0039","doi-asserted-by":"crossref","first-page":"7","DOI":"10.1038\/nn1267","article-title":"Adaptation changes the direction tuning of macaque MT neurons","volume":"7","author":"Kohn","year":"2004","journal-title":"Nature Neuroscience"},{"issue":"5","key":"10.1016\/j.neunet.2025.107834_bib0040","doi-asserted-by":"crossref","first-page":"5","DOI":"10.1016\/j.tins.2006.02.008","article-title":"Adaptation: From single cells to BOLD signals","volume":"29","author":"Krekelberg","year":"2006","journal-title":"Trends in Neurosciences"},{"issue":"9","key":"10.1016\/j.neunet.2025.107834_bib0041","doi-asserted-by":"crossref","first-page":"9","DOI":"10.1038\/s41593-018-0210-5","article-title":"Cognitive computational neuroscience","volume":"21","author":"Kriegeskorte","year":"2018","journal-title":"Nature Neuroscience"},{"issue":"50","key":"10.1016\/j.neunet.2025.107834_bib0042","doi-asserted-by":"crossref","first-page":"10019","DOI":"10.1523\/JNEUROSCI.1642-19.2019","article-title":"Multiple timescales account for adaptive responses across sensory cortices","volume":"39","author":"Latimer","year":"2019","journal-title":"Journal of Neuroscience"},{"issue":"12","key":"10.1016\/j.neunet.2025.107834_bib0043","doi-asserted-by":"crossref","first-page":"2","DOI":"10.1167\/18.12.2","article-title":"The contribution of local and global motion adaptation in the repulsive direction aftereffect","volume":"18","author":"Lee","year":"2018","journal-title":"Journal of Vision"},{"issue":"6","key":"10.1016\/j.neunet.2025.107834_bib0044","doi-asserted-by":"crossref","first-page":"493","DOI":"10.1016\/S0960-9822(03)00135-0","article-title":"The cost of cortical computation","volume":"13","author":"Lennie","year":"2003","journal-title":"Current Biology"},{"issue":"41","key":"10.1016\/j.neunet.2025.107834_bib0045","doi-asserted-by":"crossref","first-page":"13670","DOI":"10.1523\/JNEUROSCI.1516-14.2014","article-title":"A feedforward inhibitory circuit mediates lateral refinement of sensory representation in upper layer 2\/3 of mouse primary auditory cortex","volume":"34","author":"Li","year":"2014","journal-title":"Journal of Neuroscience"},{"key":"10.1016\/j.neunet.2025.107834_bib0046","doi-asserted-by":"crossref","DOI":"10.3389\/fnsys.2021.767461","article-title":"Predictive neuronal adaptation as a basis for consciousness","volume":"15","author":"Luczak","year":"2022","journal-title":"Frontiers in Systems Neuroscience"},{"key":"10.1016\/j.neunet.2025.107834_bib96","doi-asserted-by":"crossref","first-page":"1780","DOI":"10.1111\/j.1460-9568.2007.05453.x","article-title":"Spatial and temporal frequency selectivity of neurons in the middle temporal visual area of new world monkeys (Callithrix jacchus)","volume":"25","author":"Lui","year":"2007","journal-title":"European Journal of Neuroscience"},{"issue":"1","key":"10.1016\/j.neunet.2025.107834_bib0047","doi-asserted-by":"crossref","DOI":"10.1371\/journal.pcbi.1012746","article-title":"Adaptation optimizes sensory encoding for future stimuli","volume":"21","author":"Mao","year":"2025","journal-title":"PLOS Computational Biology"},{"key":"10.1016\/j.neunet.2025.107834_bib0048","doi-asserted-by":"crossref","first-page":"416","DOI":"10.1109\/ICCV.2001.937655","article-title":"A database of human segmented natural images and its application to evaluating segmentation algorithms and measuring ecological statistics","volume":"2","author":"Martin","year":"2001","journal-title":"Proceedings Eighth IEEE International Conference on Computer Vision. ICCV 2001"},{"key":"10.1016\/j.neunet.2025.107834_bib0049","series-title":"The motion aftereffect","first-page":"153","article-title":"Theoretical models of the motion aftereffect","author":"Mather","year":"1998"},{"key":"10.1016\/j.neunet.2025.107834_bib0050","series-title":"The motion aftereffect: A modern perspective","year":"1998"},{"issue":"12","key":"10.1016\/j.neunet.2025.107834_bib0051","doi-asserted-by":"crossref","first-page":"12","DOI":"10.1523\/JNEUROSCI.03-12-02563.1983","article-title":"The connections of the middle temporal visual area (MT) and their relationship to a cortical hierarchy in the macaque monkey","volume":"3","author":"Maunsell","year":"1983","journal-title":"The Journal of Neuroscience"},{"key":"10.1016\/j.neunet.2025.107834_bib91","first-page":"117","article-title":"The analysis of moving visual patterns","volume":"11,","author":"Movshon","year":"1985"},{"issue":"23","key":"10.1016\/j.neunet.2025.107834_bib0052","doi-asserted-by":"crossref","first-page":"23","DOI":"10.1523\/JNEUROSCI.16-23-07733.1996","article-title":"Visual response properties of striate cortical neurons projecting to area MT in Macaque monkeys","volume":"16","author":"Movshon","year":"1996","journal-title":"The Journal of Neuroscience"},{"issue":"5","key":"10.1016\/j.neunet.2025.107834_bib0055","doi-asserted-by":"crossref","first-page":"5","DOI":"10.1167\/11.5.11","article-title":"Advancement of motion psychophysics: Review 2001-2010","volume":"11","author":"Nishida","year":"2011","journal-title":"Journal of Vision"},{"key":"10.1016\/j.neunet.2025.107834_bib0056","doi-asserted-by":"crossref","first-page":"129","DOI":"10.1016\/j.conb.2016.09.004","article-title":"Neuronal energy consumption: Biophysics, efficiency and evolution","volume":"41","author":"Niven","year":"2016","journal-title":"Current Opinion in Neurobiology"},{"issue":"6","key":"10.1016\/j.neunet.2025.107834_bib0057","doi-asserted-by":"crossref","first-page":"1203","DOI":"10.1152\/jn.00030.2013","article-title":"Similar adaptation effects in primary visual cortex and area MT of the macaque monkey under matched stimulus conditions","volume":"111","author":"Patterson","year":"2014","journal-title":"Journal of Neurophysiology"},{"issue":"2","key":"10.1016\/j.neunet.2025.107834_bib0058","doi-asserted-by":"crossref","first-page":"532","DOI":"10.1523\/JNEUROSCI.3345-12.2013","article-title":"Distinct effects of brief and prolonged adaptation on orientation tuning in primary visual cortex","volume":"33","author":"Patterson","year":"2013","journal-title":"Journal of Neuroscience"},{"issue":"5","key":"10.1016\/j.neunet.2025.107834_bib0059","doi-asserted-by":"crossref","first-page":"526","DOI":"10.1038\/87480","article-title":"Speed skills: Measuring the visual speed analyzing properties of primate MT neurons","volume":"4","author":"Perrone","year":"2001","journal-title":"Nature Neuroscience"},{"issue":"1","key":"10.1016\/j.neunet.2025.107834_bib0060","doi-asserted-by":"crossref","first-page":"354","DOI":"10.1152\/jn.00852.2001","article-title":"Constraints on the source of short-term motion adaptation in Macaque area MT. I. The role of input and intrinsic mechanisms","volume":"88","author":"Priebe","year":"2002","journal-title":"Journal of Neurophysiology"},{"issue":"11","key":"10.1016\/j.neunet.2025.107834_bib0061","doi-asserted-by":"crossref","first-page":"2941","DOI":"10.1523\/JNEUROSCI.3936-05.2006","article-title":"Tuning for spatiotemporal frequency and speed in directionally selective neurons of Macaque striate cortex","volume":"26","author":"Priebe","year":"2006","journal-title":"Journal of Neuroscience"},{"issue":"12","key":"10.1016\/j.neunet.2025.107834_bib0062","first-page":"12","article-title":"Transparent motion perception as detection of unbalanced motion signals. II. physiology","volume":"14","author":"Qian","year":"1994","journal-title":"The Journal of Neuroscience"},{"issue":"1","key":"10.1016\/j.neunet.2025.107834_bib0063","article-title":"Human action recognition technology in dance video image","volume":"2021","author":"Qiao","year":"2021","journal-title":"Scientific Programming"},{"key":"10.1016\/j.neunet.2025.107834_bib0064","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.visres.2013.11.007","article-title":"Information extraction during simultaneous motion processing","volume":"95","author":"Rideaux","year":"2014","journal-title":"Vision Research"},{"issue":"5","key":"10.1016\/j.neunet.2025.107834_bib0065","doi-asserted-by":"crossref","first-page":"1917","DOI":"10.1152\/jn.00111.2019","article-title":"Border ownership-dependent tilt aftereffect for shape defined by binocular disparity and motion parallax","volume":"121","author":"Rideaux","year":"2019","journal-title":"Journal of Neurophysiology"},{"issue":"32","key":"10.1016\/j.neunet.2025.107834_bib0066","article-title":"How multisensory neurons solve causal inference","volume":"118","author":"Rideaux","year":"2021","journal-title":"Proceedings of the National Academy of Sciences of the United States of America"},{"issue":"12","key":"10.1016\/j.neunet.2025.107834_bib0067","doi-asserted-by":"crossref","first-page":"2538","DOI":"10.1523\/JNEUROSCI.2760-19.2020","article-title":"But still it moves: Static image statistics underlie how we see motion","volume":"40","author":"Rideaux","year":"2020","journal-title":"Journal of Neuroscience"},{"issue":"2","key":"10.1016\/j.neunet.2025.107834_bib0068","doi-asserted-by":"crossref","first-page":"11","DOI":"10.1167\/jov.21.2.11","article-title":"Exploring and explaining properties of motion processing in biological brains using a neural network","volume":"21","author":"Rideaux","year":"2021","journal-title":"Journal of Vision"},{"issue":"6","key":"10.1016\/j.neunet.2025.107834_bib0069","article-title":"Distinct early and late neural mechanisms regulate feature-specific sensory adaptation in the human visual system","volume":"120","author":"Rideaux","year":"2023","journal-title":"Proceedings of the National Academy of Sciences of the United States of America"},{"issue":"11","key":"10.1016\/j.neunet.2025.107834_bib0070","doi-asserted-by":"crossref","first-page":"11","DOI":"10.1038\/nn1786","article-title":"How MT cells analyze the motion of visual patterns","volume":"9","author":"Rust","year":"2006","journal-title":"Nature Neuroscience"},{"issue":"8","key":"10.1016\/j.neunet.2025.107834_bib0071","doi-asserted-by":"crossref","first-page":"21","DOI":"10.1167\/14.8.21","article-title":"Aftereffect of motion-in-depth based on binocular cues: Effects of adaptation duration, interocular correlation, and temporal correlation","volume":"14","author":"Sakano","year":"2014","journal-title":"Journal of Vision"},{"issue":"5","key":"10.1016\/j.neunet.2025.107834_bib92","doi-asserted-by":"crossref","first-page":"743","DOI":"10.1016\/S0042-6989(97)00183-1","article-title":"A model of neuronal responses in visual area MT","volume":"38","author":"Simoncelli","year":"1998","journal-title":"Vision Research"},{"issue":"1","key":"10.1016\/j.neunet.2025.107834_bib0072","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1146\/annurev.neuro.24.1.1193","article-title":"Natural image statistics and neural representation","volume":"24","author":"Simoncelli","year":"2001","journal-title":"Annual Review of Neuroscience"},{"issue":"2","key":"10.1016\/j.neunet.2025.107834_bib0073","doi-asserted-by":"crossref","first-page":"2","DOI":"10.1007\/BF02259114","article-title":"The response of neurons in areas V1 and MT of the alert rhesus monkey to moving random dot patterns","volume":"88","author":"Snowden","year":"1992","journal-title":"Experimental Brain Research"},{"issue":"20","key":"10.1016\/j.neunet.2025.107834_bib0074","doi-asserted-by":"crossref","first-page":"R1012","DOI":"10.1016\/j.cub.2014.09.001","article-title":"Moving sensory adaptation beyond suppressive effects in single neurons","volume":"24","author":"Solomon","year":"2014","journal-title":"Current Biology"},{"issue":"56","key":"10.1016\/j.neunet.2025.107834_bib0075","first-page":"1929","article-title":"Dropout: A simple way to prevent neural networks from overfitting","volume":"15","author":"Srivastava","year":"2014","journal-title":"Journal of Machine Learning Research"},{"issue":"34","key":"10.1016\/j.neunet.2025.107834_bib0076","doi-asserted-by":"crossref","first-page":"12339","DOI":"10.1523\/JNEUROSCI.2039-11.2011","article-title":"Orientation selectivity of synaptic input to neurons in mouse and cat primary visual cortex","volume":"31","author":"Tan","year":"2011","journal-title":"Journal of Neuroscience"},{"issue":"1","key":"10.1016\/j.neunet.2025.107834_bib0077","doi-asserted-by":"crossref","first-page":"2169","DOI":"10.1038\/s41467-023-37886-y","article-title":"Dynamic machine vision with retinomorphic photomemristor-reservoir computing","volume":"14","author":"Tan","year":"2023","journal-title":"Nature Communications"},{"key":"10.1016\/j.neunet.2025.107834_bib0078","doi-asserted-by":"crossref","DOI":"10.3389\/fncel.2022.1006703","article-title":"Efficient processing of natural scenes in visual cortex","volume":"16","author":"Tesileanu","year":"2022","journal-title":"Frontiers in Cellular Neuroscience"},{"issue":"6","key":"10.1016\/j.neunet.2025.107834_bib0079","doi-asserted-by":"crossref","first-page":"6","DOI":"10.3758\/s13414-011-0133-7","article-title":"Adaptation to biological motion leads to a motion and a form aftereffect","volume":"73","author":"Theusner","year":"2011","journal-title":"Attention, Perception, & Psychophysics"},{"issue":"23","key":"10.1016\/j.neunet.2025.107834_bib0080","doi-asserted-by":"crossref","first-page":"23","DOI":"10.1016\/S0042-6989(99)00101-7","article-title":"Visual adaptation as optimal information transmission","volume":"39","author":"Wainwright","year":"1999","journal-title":"Vision Research"},{"issue":"4","key":"10.1016\/j.neunet.2025.107834_bib0081","doi-asserted-by":"crossref","first-page":"423","DOI":"10.1016\/j.conb.2007.07.001","article-title":"Sensory adaptation","volume":"17","author":"Wark","year":"2007","journal-title":"Current Opinion in Neurobiology"},{"issue":"12","key":"10.1016\/j.neunet.2025.107834_bib0082","doi-asserted-by":"crossref","first-page":"3370","DOI":"10.1152\/jn.00739.2011","article-title":"The influence of surround suppression on adaptation effects in primary visual cortex","volume":"107","author":"Wissig","year":"2012","journal-title":"Journal of Neurophysiology"},{"issue":"3","key":"10.1016\/j.neunet.2025.107834_bib0083","doi-asserted-by":"crossref","first-page":"356","DOI":"10.1038\/nn.4244","article-title":"Using goal-driven deep learning models to understand sensory cortex","volume":"19","author":"Yamins","year":"2016","journal-title":"Nature Neuroscience"},{"issue":"23","key":"10.1016\/j.neunet.2025.107834_bib0084","doi-asserted-by":"crossref","first-page":"8619","DOI":"10.1073\/pnas.1403112111","article-title":"Performance-optimized hierarchical models predict neural responses in higher visual cortex","volume":"111","author":"Yamins","year":"2014","journal-title":"Proceedings of the National Academy of Sciences"},{"issue":"1","key":"10.1016\/j.neunet.2025.107834_bib0085","doi-asserted-by":"crossref","first-page":"6940","DOI":"10.1038\/s41598-019-43460-8","article-title":"Average firing rate rather than temporal pattern determines metabolic cost of activity in thalamocortical relay neurons","volume":"9","author":"Yi","year":"2019","journal-title":"Scientific Reports"},{"issue":"6","key":"10.1016\/j.neunet.2025.107834_bib0086","doi-asserted-by":"crossref","DOI":"10.1523\/ENEURO.0258-19.2019","article-title":"Compound stimuli reveal the structure of visual motion selectivity in macaque MT neurons","volume":"6","author":"Zaharia","year":"2019","journal-title":"eNeuro"},{"key":"10.1016\/j.neunet.2025.107834_bib0087","doi-asserted-by":"crossref","DOI":"10.7554\/eLife.57637","article-title":"Fine-scale computations for adaptive processing in the human brain","volume":"9","author":"Zamboni","year":"2020","journal-title":"eLife"},{"key":"10.1016\/j.neunet.2025.107834_bib0088","unstructured":"Zeiler, M. D., & Fergus, R. (2013). Visualizing and understanding convolutional networks (No. arXiv:1311.2901). ArXiv. https:\/\/doi.org\/10.48550\/arXiv.1311.2901."},{"key":"10.1016\/j.neunet.2025.107834_bib0089","doi-asserted-by":"crossref","first-page":"85","DOI":"10.1007\/978-3-319-94593-4_5","article-title":"Synaptic excitatory-inhibitory balance underlying efficient neural coding","volume":"21","author":"Zhou","year":"2018","journal-title":"Advances in Neurobiology"}],"container-title":["Neural Networks"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S0893608025007142?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S0893608025007142?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2025,9,2]],"date-time":"2025-09-02T20:59:37Z","timestamp":1756846777000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S0893608025007142"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,11]]},"references-count":93,"alternative-id":["S0893608025007142"],"URL":"https:\/\/doi.org\/10.1016\/j.neunet.2025.107834","relation":{"has-preprint":[{"id-type":"doi","id":"10.1101\/2024.12.20.629845","asserted-by":"object"}]},"ISSN":["0893-6080"],"issn-type":[{"value":"0893-6080","type":"print"}],"subject":[],"published":{"date-parts":[[2025,11]]},"assertion":[{"value":"Elsevier","name":"publisher","label":"This article is maintained by"},{"value":"Energy efficiency and sensitivity benefits in a motion processing adaptive recurrent neural network","name":"articletitle","label":"Article Title"},{"value":"Neural Networks","name":"journaltitle","label":"Journal Title"},{"value":"https:\/\/doi.org\/10.1016\/j.neunet.2025.107834","name":"articlelink","label":"CrossRef DOI link to publisher maintained version"},{"value":"article","name":"content_type","label":"Content Type"},{"value":"\u00a9 2025 The Author(s). Published by Elsevier Ltd.","name":"copyright","label":"Copyright"}],"article-number":"107834"}}