Primate amygdala neurons simulate decision processes of social partners
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By observing their social partners, primates learn about reward values of objects. Here, we show that monkeys' amygdala neurons derive object values from observation and use these values to simulate a partner monkey's decision process. While monkeys alternated making reward-based choices, amygdala neurons encoded object-specific values learned from observation. Dynamic activities converted these values to representations of the recorded monkey's own choices. Surprisingly, the same activity patterns unfolded spontaneously before partner's choices in separate neurons, as if these neurons simulated the partner's decision-making. These "simulation neurons" encoded signatures of mutual-inhibitory decision computation, including value comparisons and value-to-choice conversions, resulting in accurate predictions of partner's choices. Population decoding identified differential contributions of amygdala subnuclei. Biophysical modeling of amygdala circuits showed that simulation neurons emerge naturally from convergence between object-value neurons and self-other neurons. By simulating decision computations during observation, these neurons could allow primates to reconstruct their social partners' mental states.
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Macaque amygdala neurons are involved in social, observational learning in a reversal-learning task.
“In addition, it has been shown in the macaque that amygdala neurons are involved in social, observational learning in a reversal-learning task, and that some neurons even predicted the choices of the partner monkey (Grabenhorst et al., 2019).”
From The orbitofrontal cortex: reward, emotion and depression (2020) · cites this paper as Grabenhorst et al., 2019
Some macaque amygdala neurons predicted the choices of the partner monkey.
“In addition, it has been shown in the macaque that amygdala neurons are involved in social, observational learning in a reversal-learning task, and that some neurons even predicted the choices of the partner monkey (Grabenhorst et al., 2019).”
From The orbitofrontal cortex: reward, emotion and depression (2020) · cites this paper as Grabenhorst et al., 2019
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Cites
A neural substrate of prediction and reward
Schultz, W., Dayan, P., & Montague, P. R. (1997) · Science · doi:10.1126/science.275.5306.1593 · Cited by 9,388 · cited 1× · see citing works
“Reinforcement learning provides a mechanism whereby neurons can derive values for decision-making from past choices and experienced outcomes (Schultz et al., 1997; Sutton and Barto, 1998).”
BackgroundLai, M.-C., Lombardo, M. V., & Baron-Cohen, S. (2014) · The Lancet · doi:10.1016/s0140-6736(13)61539-1 · Cited by 2,371 · see citing works
Barto, A. (1998) · IFAC Proceedings Volumes · doi:10.1016/s1474-6670(17)38315-5 · Cited by 2,172 · see citing works
From circuits to behaviour in the amygdala
Janak, P. H., & Tye, K. M. (2015) · Nature · doi:10.1038/nature14188 · Cited by 2,011 · see citing works
Preliminary analysis of functions of the temporal lobes in monkeys
KLÜVER, H. (1939) · Archives of Neurology And Psychiatry · doi:10.1001/archneurpsyc.1939.02270240017001 · Cited by 1,696 · see citing works
Amaral, D. G., Schumann, C. M., & Nordahl, C. W. (2008) · Trends in Neurosciences · doi:10.1016/j.tins.2007.12.005 · Cited by 1,492 · cited 1× · see citing works
“The amygdala is also implicated in autism (Amaral et al., 2008; Baron-Cohen et al., 2000; Rutishauser et al., 2013), which is marked by impoverished social cognition (Lai et al.”
BackgroundA mechanism for impaired fear recognition after amygdala damage
Adolphs, R., Gosselin, F., Buchanan, T. W., Tranel, D., Schyns, P., & Damasio, A. R. (2005) · Nature · doi:10.1038/nature03086 · Cited by 1,331 · see citing works
Baron-Cohen, S., Ring, H. A., Bullmore, E. T., Wheelwright, S., Ashwin, C., & Williams, S. C. R. (2000) · Neuroscience & Biobehavioral Reviews · doi:10.1016/s0149-7634(00)00011-7 · Cited by 1,130 · cited 2× · see citing works
“The amygdala is also implicated in autism (Amaral et al., 2008; Baron-Cohen et al., 2000; Rutishauser et al., 2013), which is marked by impoverished social cognition (Lai et al.”
BackgroundThe human amygdala in social judgment
Adolphs, R., Tranel, D., & Damasio, A. R. (1998) · Nature · doi:10.1038/30982 · Cited by 1,125 · see citing works
The Rhesus Monkey Brain in Stereotaxic Coordinates
Paxinos, G., Huang, X., & Toga, A. W. (1999) · Research Online (University of Wollongong) · Cited by 1,070 · see citing works
A Recurrent Network Mechanism of Time Integration in Perceptual Decisions
Wong, K.-F., & Wang, X.-J. (2006) · The Journal of Neuroscience · doi:10.1523/jneurosci.3733-05.2006 · Cited by 1,029 · cited 1× · see citing works
“We constructed a biologically plausible implementation of this circuit architecture (see STAR Methods) in which different choice-selective neuronal populations compete with each other to implement decision-making through mutual inhibition in an attractor neural network (Wong and Wang, 2006).”
MethodMolecular mechanisms of fear learning and memory
Johansen, J. P., Cain, C. K., Ostroff, L. E., & LeDoux, J. E. (2011) · Cell · doi:10.1016/j.cell.2011.10.009 · Cited by 1,012 · see citing works
Pape, H.-C., & Pare, D. (2010) · Physiological Reviews · doi:10.1152/physrev.00037.2009 · Cited by 994 · see citing works
Neural correlates of a decision in the dorsolateral prefrontal cortex of the macaque
Kim, J.-N., & Shadlen, M. N. (1999) · Nature Neuroscience · doi:10.1038/5739 · Cited by 950 · cited 1× · see citing works
“, larger value differences, Figure 4D), resembling decision neurons in non-social tasks (Kim and Shadlen, 1999).”
BackgroundAssociative learning of social value
Behrens, T. E. J., Hunt, L. T., Woolrich, M. W., & Rushworth, M. F. S. (2008) · Nature · doi:10.1038/nature07538 · Cited by 925 · cited 1× · see citing works
“Such values may also be learned from observing social partners, likely through the same associative processes (Behrens et al., 2008; Heyes, 2012).”
BackgroundThe primate amygdala represents the positive and negative value of visual stimuli during learning
Paton, J. J., Belova, M. A., Morrison, S. E., & Salzman, C. D. (2006) · Nature · doi:10.1038/nature04490 · Cited by 917 · see citing works
Neural Networks and Brain Function
Rolls, E. T., & Treves, A. (1997) · Oxford University Press eBooks · doi:10.1093/acprof:oso/9780198524328.001.0001 · Cited by 885 · cited 1× · see citing works
“We suggest that the mapping from objectcentric value neurons to separate decision neurons for self and other could involve a competitive, feature-detection network (Rolls and Treves, 1998) coupled to an attractor decision-making network.”
BackgroundThe Human Amygdala in Social Judgment
Adolphs, R., Tranel, D., & Damásio, A. R. (2002) · The MIT Press eBooks · doi:10.7551/mitpress/3077.003.0027 · Cited by 882 · see citing works
Decision Making in Recurrent Neuronal Circuits
Wang, X.-J. (2008) · Neuron · doi:10.1016/j.neuron.2008.09.034 · Cited by 679 · cited 5× · see citing works
“Competing objects thus had opposing influences on neuronal activity—a characteristic signature of value comparison by mutual inhibition (Deco et al., 2013; Wang, 2008).”
BackgroundInfluentialPotent Social Learning and Conformity Shape a Wild Primate’s Foraging Decisions
van de Waal, E., Borgeaud, C., & Whiten, A. (2013) · Science · doi:10.1126/science.1232769 · Cited by 566 · cited 1× · see citing works
“For example, by observing partners’ foraging choices, primates learn which foods are valuable and worth choosing (van de Waal et al., 2013).”
BackgroundWhat's social about social learning?
Heyes, C. (2012) · Journal of Comparative Psychology · doi:10.1037/a0025180 · Cited by 454 · cited 1× · see citing works
“Such values may also be learned from observing social partners, likely through the same associative processes (Behrens et al., 2008; Heyes, 2012).”
BackgroundMechanisms underlying cortical activity during value-guided choice
Hunt, L. T., Kolling, N., Soltani, A., Woolrich, M. W., Rushworth, M. F. S., & Behrens, T. E. J. (2012) · Nature Neuroscience · doi:10.1038/nn.3017 · Cited by 454 · cited 1× · see citing works
“These approaches are based on previous demonstrations that such analyses can be linked to mutual inhibition processes in attractor models (Chau et al., 2014; Hunt et al., 2012).”
BackgroundNeurons in the amygdala of the monkey with responses selective for faces.
Leonard, C. M., Rolls, E. T., Wilson, F. A., & Baylis, G. C. (1985) · Behavioural Brain Research · doi:10.1016/0166-4328(85)90062-2 · Cited by 396 · cited 3× · see citing works
“, 2012, 2016), and social information, including faces (Gothard et al., 2007; Leonard et al., 1985; Munuera et al., 2018; Rutishauser et al., 2013).”
BackgroundMirror neurons and mirror systems in monkeys and humans.
Fabbri-Destro, M., & Rizzolatti, G. (2008) · Physiology · doi:10.1152/physiol.00004.2008 · Cited by 392 · see citing works
Happe, F. G. E. (1996) · Mind & Language · doi:10.1111/j.1468-0017.1996.tb00057.x · Cited by 392 · see citing works
Amaral, D. G. (2002) · Biological Psychiatry · doi:10.1016/s0006-3223(01)01307-5 · Cited by 349 · cited 3× · see citing works
“Given the amygdala’s outputs to emotional and physiological effector systems (Johansen et al., 2011), such exaggerated social simulations could provoke somatic symptoms typical of social anxiety (Amaral, 2002).”
BackgroundNeuronal reference frames for social decisions in primate frontal cortex
Chang, S. W. C., Gariépy, J.-F., & Platt, M. L. (2013) · Nature Neuroscience · doi:10.1038/nn.3287 · Cited by 336 · see citing works
Neural Responses to Facial Expression and Face Identity in the Monkey Amygdala
Gothard, K. M., Battaglia, F. P., Erickson, C. A., Spitler, K. M., & Amaral, D. G. (2006) · Journal of Neurophysiology · doi:10.1152/jn.00714.2006 · Cited by 332 · cited 3× · see citing works
“, 2012, 2016), and social information, including faces (Gothard et al., 2007; Leonard et al., 1985; Munuera et al., 2018; Rutishauser et al., 2013).”
BackgroundReward value comparison via mutual inhibition in ventromedial prefrontal cortex
Strait, C. E., Blanchard, T. C., & Hayden, B. Y. (2014) · Neuron · doi:10.1016/j.neuron.2014.04.032 · Cited by 294 · cited 1× · see citing works
“Our approach followed previous studies that linked decision computations to anti-correlated neuronal value slopes (Strait et al., 2014) and value-to-choice conversions in single neurons (Grabenhorst et al.”
Result(1999) · Kybernetes · doi:10.1108/k.1999.28.5.70.1 · Cited by 282 · see citing works
Machine Theory of MindPreprint
Rabinowitz, N. C., Perbet, F., Song, H. F., Zhang, C., Eslami, S. M. A., & Botvinick, M. (2018) · arXiv (Cornell University) · doi:10.48550/arxiv.1802.07740 · Cited by 259 · cited 1× · see citing works
“The findings have implications for emerging directions in artificial intelligence in which machines are trained to model social partners’ minds (Rabinowitz et al., 2018).”
BackgroundA distributed, hierarchical and recurrent framework for reward-based choice
Hunt, L. T., & Hayden, B. Y. (2017) · Nature reviews. Neuroscience · doi:10.1038/nrn.2017.7 · Cited by 237 · cited 1× · see citing works
“In neural networks, decision-making involves mutual-inhibitory competition between choice-coding neurons, which signal this competition as dynamic value comparisons and value-to-choice conversions (Deco et al., 2013; Hunt and Hayden, 2017; Tsutsui et al., 2016; Wang, 2008).”
BackgroundPreliminary analysis of functions of the temporal lobes in monkeys. 1939 [classical article]
Klüver, H., & Bucy, P. C. (1997) · Journal of Neuropsychiatry · doi:10.1176/jnp.9.4.606 · Cited by 234 · see citing works
Moment-to-moment tracking of state value in the amygdala
Belova, M. A., Paton, J. J., & Salzman, C. D. (2008) · The Journal of Neuroscience · doi:10.1523/jneurosci.1400-08.2008 · Cited by 221 · cited 1× · see citing works
“Notably, the distinct choice coding for self or other and the dynamic value-to-choice conversions suggest that simulation activities did not reflect reward expectation or state valuation (Belova et al., 2008).”
BackgroundNeuronal Prediction of Opponent’s Behavior during Cooperative Social Interchange in Primates
Haroush, K., & Williams, Z. M. (2015) · Cell · doi:10.1016/j.cell.2015.01.045 · Cited by 210 · cited 4× · see citing works
“Previous studies also showed neuronal discrimination between biological partners and computer opponents (Báez-Mendoza et al., 2013; Haroush and Williams, 2015; Hosokawa and Watanabe, 2012).”
BackgroundInfluentialBrain mechanisms for perceptual and reward-related decision-making
Deco, G., Rolls, E. T., Albantakis, L., & Romo, R. (2013) · Progress in Neurobiology · doi:10.1016/j.pneurobio.2012.01.010 · Cited by 196 · cited 3× · see citing works
“In neural networks, decision-making involves mutual-inhibitory competition between choice-coding neurons, which signal this competition as dynamic value comparisons and value-to-choice conversions (Deco et al., 2013; Hunt and Hayden, 2017; Tsutsui et al., 2016; Wang, 2008).”
BackgroundRepresentation of Others' Action by Neurons in Monkey Medial Frontal Cortex
Yoshida, K., Saito, N., Iriki, A., & Isoda, M. (2011) · Current Biology · doi:10.1016/j.cub.2011.01.004 · Cited by 195 · see citing works
Gordon, R. M. (1996) · Cambridge University Press eBooks · doi:10.1017/cbo9780511597985.003 · Cited by 194 · see citing works
A neural circuit covarying with social hierarchy in macaques
Noonan, M. P., Sallet, J., Mars, R. B., Neubert, F. X., O'Reilly, J. X., Andersson, J. L., Mitchell, A. S., Bell, A. H., Miller, K. L., & Rushworth, M. F. S. (2014) · PLoS Biology · doi:10.1371/journal.pbio.1001940 · Cited by 183 · see citing works
Cognitive Imitation in Rhesus Macaques
Subiaul, F., Cantlon, J. F., Holloway, R. L., & Terrace, H. S. (2004) · Science · doi:10.1126/science.1099136 · Cited by 175 · cited 1× · see citing works
“Such signals likely contribute tomacaque observational learning shown here and previously (Subiaul et al., 2004).”
BackgroundHow do we know the minds of others? Domain-specificity, simulation, and enactive social cognition
Adolphs, R. (2006) · Brain Research · doi:10.1016/j.brainres.2005.12.127 · Cited by 170 · cited 5× · see citing works
“Yet, despite recent progress in primate social neuroscience (Adolphs, 2006; Chang et al., 2013a; Isoda et al., 2018; Lee and Seo, 2016; Wittmann et al., 2018), their neuronal basis is poorly understood.”
BackgroundInfluentialSelf-Other Mergence in the Frontal Cortex during Cooperation and Competition
Wittmann, M. K., Kolling, N., Faber, N. S., Scholl, J., Nelissen, N., & Rushworth, M. F. S. (2016) · Neuron · doi:10.1016/j.neuron.2016.06.022 · Cited by 168 · cited 1× · see citing works
“Amygdala Neurons Discriminate Self-Trials from OtherTrials In social situations, self-other discrimination is crucial for agentspecific neural reference frames (Chang, 2017; Wittmann et al., 2016).”
BackgroundNeuroethology of primate social behavior
Chang, S. W. C., Brent, L. J. N., Adams, G. K., Klein, J. T., Pearson, J. M., Watson, K. K., & Platt, M. L. (2013) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1301213110 · Cited by 157 · cited 1× · see citing works
“Yet, despite recent progress in primate social neuroscience (Adolphs, 2006; Chang et al., 2013a; Isoda et al., 2018; Lee and Seo, 2016; Wittmann et al., 2018), their neuronal basis is poorly understood.”
BackgroundNeural mechanisms of social decision-making in the primate amygdala
Chang, S. W. C., Fagan, N. A., Toda, K., Utevsky, A. V., Pearson, J. M., & Platt, M. L. (2015) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1514761112 · Cited by 157 · cited 3× · see citing works
“In a previous study, amygdala neurons’ value sensitivities were correlated between self and other, but only when values were behaviorally relevant for the recorded monkey (Chang et al., 2015).”
BackgroundSocial error monitoring in macaque frontal cortex
Yoshida, K., Saito, N., Iriki, A., & Isoda, M. (2012) · Nature Neuroscience · doi:10.1038/nn.3180 · Cited by 150 · cited 2× · see citing works
“Neuronal responses to others’ performance errors are found in medial frontal cortex (Yoshida et al., 2012) and striatum (Báez-Mendoza and Schultz, 2016).”
BackgroundRutishauser, U., Mamelak, A. N., & Adolphs, R. (2015) · Trends in Neurosciences · doi:10.1016/j.tins.2015.03.001 · Cited by 130 · see citing works
Shared neural coding for social hierarchy and reward value in primate amygdala
Munuera, J., Rigotti, M., & Salzman, C. D. (2018) · Nature Neuroscience · doi:10.1038/s41593-018-0082-8 · Cited by 126 · cited 2× · see citing works
“, 2015), and conspecifics’ hierarchical rank (Munuera et al., 2018).”
BackgroundShanton, K. L., & Goldman, A. I. (2010) · Wiley Interdisciplinary Reviews Cognitive Science · doi:10.1002/wcs.33 · Cited by 121 · see citing works
Functional Connectivity between Amygdala and Cingulate Cortex for Adaptive Aversive Learning
Klavir, O., Genud-Gabai, R., & Paz, R. (2013) · Neuron · doi:10.1016/j.neuron.2013.09.035 · Cited by 120 · cited 1× · see citing works
“, 2017), and both amygdala and cingulate participate in learning (Klavir et al., 2013) and prosocial choices (Chang et al.”
BackgroundA neural mechanism underlying failure of optimal choice with multiple alternatives
Chau, B. K. H., Kolling, N., Hunt, L. T., Walton, M. E., & Rushworth, M. F. S. (2014) · Nature Neuroscience · doi:10.1038/nn.3649 · Cited by 120 · cited 1× · see citing works
“These approaches are based on previous demonstrations that such analyses can be linked to mutual inhibition processes in attractor models (Chau et al., 2014; Hunt et al., 2012).”
BackgroundNeural Mechanisms of Social Cognition in Primates
Wittmann, M. K., Lockwood, P. L., & Rushworth, M. F. S. (2018) · Annual Review of Neuroscience · doi:10.1146/annurev-neuro-080317-061450 · Cited by 113 · cited 1× · see citing works
“Yet, despite recent progress in primate social neuroscience (Adolphs, 2006; Chang et al., 2013a; Isoda et al., 2018; Lee and Seo, 2016; Wittmann et al., 2018), their neuronal basis is poorly understood.”
BackgroundNeural correlates of strategic reasoning during competitive games
Seo, H., Cai, X., Donahue, C. H., & Lee, D. (2014) · Science · doi:10.1126/science.1256254 · Cited by 108 · cited 1× · see citing works
“Prefrontal neurons also track choices and outcomes during competition with opponents (Hosokawa and Watanabe, 2012; Lee and Seo, 2016; Seo et al., 2014).”
BackgroundNeural Basis of Strategic Decision Making
Lee, D., & Seo, H. (2015) · Trends in Neurosciences · doi:10.1016/j.tins.2015.11.002 · Cited by 104 · cited 3× · see citing works
“Yet, despite recent progress in primate social neuroscience (Adolphs, 2006; Chang et al., 2013a; Isoda et al., 2018; Lee and Seo, 2016; Wittmann et al., 2018), their neuronal basis is poorly understood.”
BackgroundSingle-Neuron Correlates of Atypical Face Processing in Autism
Rutishauser, U., Tudusciuc, O., Wang, S., Mamelak, A. N., Ross, I. B., & Adolphs, R. (2013) · Neuron · doi:10.1016/j.neuron.2013.08.029 · Cited by 102 · cited 4× · see citing works
“The amygdala is also implicated in autism (Amaral et al., 2008; Baron-Cohen et al., 2000; Rutishauser et al., 2013), which is marked by impoverished social cognition (Lai et al.”
BackgroundInfluentialA dynamic code for economic object valuation in prefrontal cortex neurons
Tsutsui, K., Fabian Grabenhorst, B., Kobayashi, S., & Schultz, W. (2016) · Nature Communications · doi:10.1038/ncomms12554 · Cited by 83 · cited 2× · see citing works
“In neural networks, decision-making involves mutual-inhibitory competition between choice-coding neurons, which signal this competition as dynamic value comparisons and value-to-choice conversions (Deco et al., 2013; Hunt and Hayden, 2017; Tsutsui et al., 2016; Wang, 2008).”
Rudebeck, P. H., Ripple, J. A., Mitz, A. R., Averbeck, B. B., & Murray, E. A. (2017) · Journal of Neuroscience · doi:10.1523/jneurosci.0933-16.2017 · Cited by 83 · see citing works
Activity of striatal neurons reflects social action and own reward
Báez-Mendoza, R., Harris, C., & Schultz, W. (2013) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1211342110 · Cited by 79 · cited 2× · see citing works
“Previous studies also showed neuronal discrimination between biological partners and computer opponents (Báez-Mendoza et al., 2013; Haroush and Williams, 2015; Hosokawa and Watanabe, 2012).”
BackgroundPrediction of economic choice by primate amygdala neurons
Fabian Grabenhorst, B., Hernádi, I., & Schultz, W. (2012) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1212706109 · Cited by 78 · cited 1× · see citing works
“, 2014) and value-to-choice conversions in single neurons (Grabenhorst et al., 2012; Tsutsui et al., 2016).”
BackgroundHosokawa, T., & Watanabe, M. (2012) · Journal of Neuroscience · doi:10.1523/jneurosci.6479-11.2012 · Cited by 64 · see citing works
Barlow, H. B. (1990) · Annual Review of Neuroscience · doi:10.1146/annurev.ne.13.030190.000311 · Cited by 26 · cited 1× · see citing works
“In turn, knowing how a partner values specific objects may help the observer to model the partner’s future decisions (Barlow, 1990; Lee and Seo, 2016).”
BackgroundPrimate amygdala neurons evaluate the progress of self-defined economic choice sequences
Fabian Grabenhorst, B., Hernádi, I., & Schultz, W. (2016) · eLife · doi:10.7554/elife.18731 · Cited by 25 · see citing works
An Emerging Field of Primate Social Neurophysiology: Current Developments
Chang, S. W. C. (2017) · eNeuro · doi:10.1523/eneuro.0295-17.2017 · Cited by 21 · cited 1× · see citing works
“Amygdala Neurons Discriminate Self-Trials from OtherTrials In social situations, self-other discrimination is crucial for agentspecific neural reference frames (Chang, 2017; Wittmann et al., 2016).”
BackgroundDevelopment of social systems neuroscience using macaques
Isoda, M., Noritake, A., & Ninomiya, T. (2018) · Proceedings of the Japan Academy Series B · doi:10.2183/pjab.94.020 · Cited by 19 · see citing works
Performance error-related activity in monkey striatum during social interactions
Báez-Mendoza, R., & Schultz, W. (2016) · Scientific Reports · doi:10.1038/srep37199 · Cited by 18 · cited 1× · see citing works
“, 2011), performance errors (Báez-Mendoza and Schultz, 2016; Yoshida et al., 2012), and expected rewards (Chang et al.”
Background
Flagged first, then by citations
1 of the 65 references couldn’t be matched to a known paper.
Cited by
Sorted by citations
The orbitofrontal cortex: reward, emotion and depression
Rolls, E. T., Cheng, W., & Feng, J. (2020) · Brain Communications · doi:10.1093/braincomms/fcaa196 · Cited by 474 · see citing works
“a reversal-learning task, and that some neurons even predicted the choices of the partner monkey (Grabenhorst et al., 2019).”
BackgroundMirror neurons 30 years later: implications and applications
Bonini, L., Rotunno, C., Arcuri, E., & Gallese, V. (2022) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2022.06.003 · Cited by 332 · see citing works
Rolls, E. T. (2023) · Brain Structure and Function · doi:10.1007/s00429-023-02644-9 · Cited by 324 · see citing works
Prefrontal–amygdala circuits in social decision-making
Gangopadhyay, P., Chawla, M., Monte, O. D., & Chang, S. W. C. (2020) · Nature Neuroscience · doi:10.1038/s41593-020-00738-9 · Cited by 247 · see citing works
Multidimensional processing in the amygdala
Gothard, K. M. (2020) · Nature reviews. Neuroscience · doi:10.1038/s41583-020-0350-y · Cited by 166 · see citing works
A brain network supporting social influences in human decision-making
Zhang, L., & Gläscher, J. P. (2020) · Science Advances · doi:10.1126/sciadv.abb4159 · Cited by 154 · see citing works
“Although these findings suggest that direct learning and social learning are, in part, instantiated in dissociable brain networks, only very few studies have investigated how these brain networks interact when direct learning and social learning coexist in an uncertain environment (15), and none of them involved group…”
BackgroundMethodResultInfluentialThe role of the microbiome in the neurobiology of social behaviour
Sarkar, A., Harty, S., Johnson, K. V. ‐., Moeller, A. H., Carmody, R. N., Lehto, S. M., Erdman, S. E., Dunbar, R. I. M., & Burnet, P. W. J. (2020) · Biological Reviews · doi:10.1111/brv.12603 · Cited by 135 · see citing works
“More recently, researchers have also observed ‘simulation’ neurons in the primate amygdala (Grabenhorst et al., 2019).”
BackgroundSpecialized medial prefrontal–amygdala coordination in other-regarding decision preference
Monte, O. D., Chu, C.-C. J., Fagan, N. A., & Chang, S. W. C. (2020) · Nature Neuroscience · doi:10.1038/s41593-020-0593-y · Cited by 99 · see citing works
Social agent identity cells in the prefrontal cortex of interacting groups of primates
Báez-Mendoza, R., Mastrobattista, E. P., Wang, A. J., & Williams, Z. M. (2021) · Science · doi:10.1126/science.abb4149 · Cited by 81 · see citing works
Levels of naturalism in social neuroscience research
Fan, S., Monte, O. D., & Chang, S. W. C. (2021) · iScience · doi:10.1016/j.isci.2021.102702 · Cited by 71 · see citing works
“For example, when pairs of monkeys took turns to make reward-based choices, they were able to learn from observation and neurons in the amygdala derived learned value to predict others’ choices (Grabenhorst et al., 2019).”
BackgroundThe Neurobiology of Behavior and Its Applicability for Animal Welfare: A Review
Coria‐Ávila, G. A., Pfaus, J. G., Orihuela, A., Domínguez-Oliva, A., José-Pérez, N., Hernández, L. A., & Mota‐Rojas, D. (2022) · Animals · doi:10.3390/ani12070928 · Cited by 73 · see citing works
Monte, O. D., Fan, S., Fagan, N. A., Chu, C.-C. J., Zhou, M. B., Putnam, P. T., Nair, A. R., & Chang, S. W. C. (2022) · Neuron · doi:10.1016/j.neuron.2022.04.013 · Cited by 55 · see citing works
Organization of primate amygdalar–thalamic pathways for emotions
Timbie, C. M., García‐Cabezas, M. Á., Zikopoulos, B., & Barbas, H. (2020) · PLoS Biology · doi:10.1371/journal.pbio.3000639 · Cited by 48 · see citing works
Studying the visual brain in its natural rhythm
Leopold, D. A., & Park, S. H. (2020) · NeuroImage · doi:10.1016/j.neuroimage.2020.116790 · Cited by 46 · see citing works
Human amygdala compared to orbitofrontal cortex connectivity, and emotion
Rolls, E. T., Deco, G., Huang, C., & Feng, J. (2022) · Progress in Neurobiology · doi:10.1016/j.pneurobio.2022.102385 · Cited by 43 · see citing works
“Further, in macaques some amygdala neurons have activity related to social and economic decision-making (Hernadi et al. , 2015; Grabenhorst et al. , 2016; Grabenhorst et al. , 2019; Grabenhorst and Schultz, 2021).”
BackgroundRhoads, S. A., Vekaria, K. M., O’Connell, K., Elizabeth, H. S., Rand, D. G., Williams, M. K., & Marsh, A. A. (2023) · Nature Communications · doi:10.1038/s41467-023-37283-5 · Cited by 40 · see citing works
Isoda, M. (2021) · Annual Review of Neuroscience · doi:10.1146/annurev-neuro-101420-011820 · Cited by 36 · see citing works
Bristow, G. C., Thomson, D. M., Openshaw, R. L., Mitchell, E. J., Pratt, J. A., Dawson, N., & Morris, B. J. (2020) · Cell Reports · doi:10.1016/j.celrep.2020.107536 · Cited by 36 · see citing works
“A range of interconnecting neural networks are involved in social cognition including the PFC, ventral striatum, amygdala, and cingulate cortex (Barak and Feng, 2016; Bicks et al., 2015; Grabenhorst et al., 2019).”
BackgroundShared yet dissociable neural codes across eye gaze, valence and expectation
Pryluk, R., Shohat, Y., Morozov, A., Friedman, D., Taub, A. H., & Paz, R. (2020) · Nature · doi:10.1038/s41586-020-2740-8 · Cited by 35 · see citing works
Neurons in human pre-supplementary motor area encode key computations for value-based choice
Aquino, T. G., Cockburn, J., Mamelak, A. N., Rutishauser, U., & O’Doherty, J. P. (2023) · Nature Human Behaviour · doi:10.1038/s41562-023-01548-2 · Cited by 33 · see citing works
“X = Xt + Xts + Xtd + Xtsd + Xnoise = ∑ φ Xφ + Xnoise (16)”
Value-Related Neuronal Responses in the Human Amygdala during Observational Learning
Aquino, T. G., Minxha, J., Dunne, S., Ross, I. B., Mamelak, A. N., Rutishauser, U., & O’Doherty, J. P. (2020) · Journal of Neuroscience · doi:10.1523/jneurosci.2897-19.2020 · Cited by 28 · see citing works
Visuo-frontal interactions during social learning in freely moving macaques
Franch, M. C., Yellapantula, S., Parajuli, A., Kharas, N., Wright, A. A., Aazhang, B., & Dragoi, V. (2024) · Nature · doi:10.1038/s41586-024-07084-x · Cited by 33 · see citing works
“A distinct feature of the ‘social brain’ is the ability to process information about one’s self and others 6,30,31 .”
The human social cognitive network contains multiple regions within the amygdala
Edmonds, D., Salvo, J. J., Anderson, N., Lakshman, M., Yang, Q.-H., Kay, K., Zelano, C., & Braga, R. M. (2024) · Science Advances · doi:10.1126/sciadv.adp0453 · Cited by 30 · see citing works
“Amygdala neurons show increased responses when facial expressions and social interactions are viewed ( 83 – 88 ), as well as to eye contact from conspecifics ( 89 ).”
Neuronal Circuits for Social Decision-Making and Their Clinical Implications
Báez-Mendoza, R., Vázquez, Y., Mastrobattista, E. P., & Williams, Z. M. (2021) · Frontiers in Neuroscience · doi:10.3389/fnins.2021.720294 · Cited by 32 · see citing works
Noritake, A., Ninomiya, T., & Isoda, M. (2021) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2021.02.018 · Cited by 29 · see citing works
“In an observational choice task (Grabenhorst et al., 2019), two monkeys facing each other took turns at making choices between sequentially presented visual stimuli and learned stimulus-reward probabilities.”
BackgroundInfluentialAutism-linked gene FoxP1 selectively regulates the cultural transmission of learned vocalizations
García‐Oscos, F., Koch, T. M., Pancholi, H., Trusel, M., Daliparthi, V., Co, M., Park, S.-H. E., Ayhan, F., Alam, D. H., Holdway, J. E., et al. (2021) · Science Advances · doi:10.1126/sciadv.abd2827 · Cited by 29 · see citing works
Shi, W., Meisner, O. C., Blackmore, S., Jadi, M. P., Nandy, A. S., & Chang, S. W. C. (2023) · Neurobiology of Learning and Memory · doi:10.1016/j.nlm.2023.107793 · Cited by 27 · see citing works
“Under social behavioral contexts, the amygdala has been found to encode a variety of social variables including social cues (Bergan et al., 2014) and social values (Grabenhorst et al., 2019; Munuera et al., 2018) involved in learning and decision-making.”
BackgroundAinsworth, M., Sallet, J., Joly, O., Kyriazis, D., Kriegeskorte, N., Duncan, J., Schüffelgen, U., Rushworth, M. F. S., & Bell, A. H. (2021) · The Journal of Neuroscience · doi:10.1523/jneurosci.0870-20.2021 · Cited by 24 · see citing works
The marmoset as a model for investigating the neural basis of social cognition in health and disease
Samandra, R., Haque, Z. Z., Rosa, M. G. P., & Mansouri, F. A. (2022) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2022.104692 · Cited by 23 · see citing works
A bird’s-eye view of brain activity in socially interacting mice through mobile edge computing (MEC)
Kim, J., Kim, C., Han, H.-B., Cho, C. J., Yeom, W., Lee, S. Q., & Choi, J. H. (2020) · Science Advances · doi:10.1126/sciadv.abb9841 · Cited by 25 · see citing works
“In addition to the behavior level, the involvement of particular brain regions and neural circuits has been reported to be dependent on social contexts (2, 3), necessitating the simultaneous study of two or more interacting individuals (4).”
BackgroundMi, Q., Wang, C., Camerer, C. F., & Zhu, L. (2021) · Science Advances · doi:10.1126/sciadv.abe6276 · Cited by 23 · see citing works
“Past research on cooperation has typically focused on how the brain anticipates partners’ choices by learning from direct experiences, such as repeatedly interacting with the same partner within the same decision context (21, 22, 65).”
BackgroundFunctions of primate amygdala neurons in economic decisions and social decision simulation
Grabenhorst, F., & Schultz, W. (2021) · Behavioural Brain Research · doi:10.1016/j.bbr.2021.113318 · Cited by 18 · see citing works
“translation from graded evidence to binary choice by single neurons, the dependence of decision signals on evidence strength, and the tuning of decision neurons to specific choice options [1,52].”
BackgroundMethodInfluentialMother brain is wired for social moments
Shimon-Raz, O., Salomon, R., Bloch, M., Romano, G. A., Hendler, T., Yeshurun, Y., Ulmer-Yaniv, A., Zagoory‐Sharon, O., & Feldman, R. (2021) · eLife · doi:10.7554/elife.59436 · Cited by 20 · see citing works
Representation of distinct reward variables for self and other in primate lateral hypothalamus
Noritake, A., Ninomiya, T., & Isoda, M. (2020) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1917156117 · Cited by 21 · see citing works
“However, such agentspecific coding in subcortical regions is not confined to the LH; a recent study showed that primate amygdala cells during observational learning encode own choices and partner’s predicted choices in an agent-specific manner (25).”
BackgroundResultMesoscopic-scale functional networks in the primate amygdala
Morrow, J. K., Cohen, M. X., & Gothard, K. M. (2020) · eLife · doi:10.7554/elife.57341 · Cited by 19 · see citing works
Bounded rationality, enactive problem solving, and the neuroscience of social interaction
Viale, R., Gallagher, S., & D, V. G. M. (2023) · Frontiers in Psychology · doi:10.3389/fpsyg.2023.1152866 · Cited by 19 · see citing works
Huang, F.-Y., Sutcliffe, M. P. F., & Fabian Grabenhorst, B. (2021) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.2101954118 · Cited by 19 · see citing works
“This basic reversal-learning task has been widely used as a paradigm for adaptive learning in neuroscience and has been successfully modelled by RL models (17-19).”
Metacognition as a window into subjective affective experience
Cushing, C. A., Lau, H. C., Hofmann, S. G., LeDoux, J. E., & Taschereau‐Dumouchel, V. (2024) · Psychiatry and Clinical Neurosciences · doi:10.1111/pcn.13683 · Cited by 19 · see citing works
“Furthermore, it was previously shown, both in humans 63 and non-human primates, 64 that similar fi rst-order representations are engaged both when one is responding in a threat conditioning task and when observing someone else responding in the same task.”
BackgroundPujara, M. S., Ciesinski, N. K., Reyelts, J. F., Rhodes, S. E. V., & Murray, E. A. (2022) · Journal of Neuroscience · doi:10.1523/jneurosci.0794-21.2022 · Cited by 19 · see citing works
Kelly, E. A., Thomas, V. K., Indraghanty, A., & Fudge, J. L. (2021) · Journal of Neuroscience · doi:10.1523/jneurosci.1056-21.2021 · Cited by 18 · see citing works
Representation of Anticipated Rewards and Punishments in the Human Brain
Ben‐Zion, Z., & Levy, I. (2024) · Annual Review of Psychology · doi:10.1146/annurev-psych-022324-042614 · Cited by 20 · see citing works
The effects of reward and social context on visual processing for perceptual decision-making
Takagaki, K., & Krug, K. (2020) · Current Opinion in Physiology · doi:10.1016/j.cophys.2020.08.006 · Cited by 18 · see citing works
Fabian Grabenhorst, B., Tsutsui, K., Kobayashi, S., & Schultz, W. (2019) · eLife · doi:10.7554/elife.44838 · Cited by 14 · see citing works
“The presently observed neuronal separation of object risk and action risk is analogous to neuronal separation of value signals for objects (Grabenhorst et al., 2019; Padoa-Schioppa, 2011; So and Stuphorn, 2010; Tsutsui et al., 2016) and actions (Lau and Glimcher, 2008; Samejima et al.”
BackgroundResultInfluentialFerrucci, L., Nougaret, S., Falcone, R., Cirillo, R., Ceccarelli, F., & Genovesio, A. (2021) · Cerebral Cortex · doi:10.1093/cercor/bhab253 · Cited by 15 · see citing works
“In this section, we examine the various paradigms used to study prediction: a prisoner’s dilemma task (Haroush and Williams 2015), an observational learning task (Grabenhorst et al. 2019), monkey–monkey interaction tasks (Yoshida et al.”
MethodMcHale-Matthews, A., Cho, Y., & Fudge, J. (2021) · Journal of Neuroscience · doi:10.1523/jneurosci.0970-21.2021 · Cited by 14 · see citing works
Socially relative reward valuation in the primate brain
Isoda, M. (2020) · Current Opinion in Neurobiology · doi:10.1016/j.conb.2020.11.008 · Cited by 13 · see citing works
“ard value [44] -reward [44] ard value [28] ] al agent [51]”
BackgroundPutnam, P. T., Chu, C.-C. J., Fagan, N. A., Monte, O. D., & Chang, S. W. C. (2023) · Neuron · doi:10.1016/j.neuron.2023.05.020 · Cited by 12 · see citing works
A view-based decision mechanism for rewards in the primate amygdala
Fabian Grabenhorst, B., Ponce‐Alvarez, A., Battaglia‐Mayer, A., Deco, G., & Schultz, W. (2023) · Neuron · doi:10.1016/j.neuron.2023.08.024 · Cited by 12 · see citing works
“42,75,76 The SVM classifier was trained to find a linear hyperplane that best separated patterns of neuronal population activity defined by a given grouping variable (e.g., high vs. low value, choice for currently viewed vs. last-viewed object, choice for object A vs. object B); the different levels…”
BackgroundMethodInfluentialPutnam, P. T., & Chang, S. W. C. (2021) · Behavioural Brain Research · doi:10.1016/j.bbr.2021.113356 · Cited by 11 · see citing works
“C) Amygdala neurons signal value on both self and observational learning trials [67].”
BackgroundA computational signature of self-other mergence in Borderline Personality Disorder
Story, G. W., Ereira, S., Valle, S., Chamberlain, S. R., Grant, J. E., & Dolan, R. J. (2024) · Translational Psychiatry · doi:10.1038/s41398-024-03170-w · Cited by 10 · see citing works
“Mitigating this concern, participants completing the study online met with an experimenter through a video call, to ensure controlled experimental conditions.”
Ye, Y., Chen, P.-K. A., & Wen, M. (2025) · Journal of Knowledge Management · doi:10.1108/jkm-12-2024-1529 · Cited by 10 · see citing works
Nutrient-Sensitive Reinforcement Learning in Monkeys
Huang, F.-Y., & Fabian Grabenhorst, B. (2023) · Journal of Neuroscience · doi:10.1523/jneurosci.0752-22.2022 · Cited by 9 · see citing works
Giacometti, C., Amiez, C., & Hadj‐Bouziane, F. (2023) · Current Research in Neurobiology · doi:10.1016/j.crneur.2023.100103 · Cited by 9 · see citing works
Emotions in multi-brain dynamics: A promising research frontier
Antonelli, F., Bernardi, F., Koul, A., Novembre, G., & Papaleo, F. (2024) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2024.105965 · Cited by 8 · see citing works
“…locations (Livi et al., 2019; Mukamel et al., 2010; Shepherd et al., 2009; Yoshida et al., 2011), during decision making (Falcone et al., 2017; Grabenhorst et al., 2019; Haroush and Williams, 2015), and display of emotions as detailed in the previous paragraph (Bastiaansen et al., 2009;…”
Microglia Morphology in the Developing Primate Amygdala and Effects of Early Life Stress
King, D. P., Abdalaziz, M., Majewska, A. K., Cameron, J. L., & Fudge, J. L. (2025) · eNeuro · doi:10.1523/eneuro.0466-24.2024 · Cited by 7 · see citing works
“…is the amygdala (Bachevalier et al., 1999; Sanchez et al., 2001; Amaral et al., 2003; Gee et al., 2013; Tottenham, 2014), which detects and processes salient sensory cues in awake human and nonhuman primates (Wang et al., 2014; Wang et al., 2017; Grabenhorst et al., 2019; Morrow et al., 2020).”
Báez-Mendoza, R., & Williams, Z. M. (2020) · Cell Reports · doi:10.1016/j.celrep.2020.03.057 · Cited by 7 · see citing works
Single-Neuron Correlates of Decision Confidence in the Human Medial Temporal Lobe
Unruh-Pinheiro, A., Hill, M. R., Weber, B., Boström, J. P., Elger, C. E., & Mormann, F. (2020) · Current Biology · doi:10.1016/j.cub.2020.09.021 · Cited by 8 · see citing works
Rhoads, S. A., Vekaria, K. M., O’Connell, K., Elizabeth, H. S., Rand, D. G., Williams, M. K., & Marsh, A. A. (2022) · doi:10.31234/osf.io/sykmv · Cited by 7 · see citing works
Social Risk Coding by Amygdala Activity and Connectivity with the Dorsal Anterior Cingulate Cortex
Kim, J.-C., Zangemeister, L., Tobler, P. N., Schultz, W., & Fabian Grabenhorst, B. (2024) · Journal of Neuroscience · doi:10.1523/jneurosci.1149-24.2024 · Cited by 6 · see citing works
Cui, D., & Nelissen, K. (2022) · NeuroImage · doi:10.1016/j.neuroimage.2022.119187 · Cited by 6 · see citing works
Ceccarelli, F., Londei, F., Arena, G., Genovesio, A., & Ferrucci, L. (2025) · Animals · doi:10.3390/ani15091340 · Cited by 6 · see citing works
“…decades, with a multitude of studies that have helped shed light on the neural correlates underlying social interaction, focusing on the monitoring of others’ actions [176–180] and rewards [181–183], cooperation or competition [184–187], or the processing of others’ face, gaze and voice [188–191].”
The amygdala and the pursuit of future rewards
Johnson, S. T., & Fabian Grabenhorst, B. (2025) · Frontiers in Neuroscience · doi:10.3389/fnins.2024.1517231 · Cited by 4 · see citing works
Specialized medial prefrontal-amygdala coordination in other-regarding decision preferencePreprint
Monte, O. D., Chu, C.-C. J., Fagan, N. A., & Chang, S. W. C. (2019) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/640292 · Cited by 7 · see citing works
Primate neuroethology: a new synthesis
Parodi, F., Kording, K. P., & Platt, M. L. (2025) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2025.09.002 · Cited by 4 · see citing works
Computational origins of cortical brain circuits for social cognition
Mahmoodi, A., & Rushworth, M. F. S. (2026) · Nature reviews. Neuroscience · doi:10.1038/s41583-026-01028-2 · Cited by 5 · see citing works
Dynamic coding and sequential integration of multiple reward attributes by primate amygdala neurons
Fabian Grabenhorst, B., & Báez-Mendoza, R. (2025) · Nature Communications · doi:10.1038/s41467-025-58270-y · Cited by 6 · see citing works
“Based on previous fi ndings that value codes may differ between amygdala nuclei 9,12 , we repeated the above analysis using neurons recorded from different nuclei.”
InfluentialKasran, S., Hughes, S., & Houwer, J. D. (2022) · Royal Society Open Science · doi:10.1098/rsos.220059 · Cited by 4 · see citing works
John, Y. J., Wang, J., Bullock, D. H., & Barbas, H. (2022) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2022.03.17.484812 · Cited by 4 · see citing works
Social cognitive regions of human association cortex are selectively connected to the amygdalaPreprint
Edmonds, D., Salvo, J. J., Anderson, N. L., Lakshman, M., Yang, Q., Kay, K., Zelano, C., & Braga, R. M. (2023) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2023.12.06.570477 · Cited by 4 · see citing works
Adaptive learning strategies in purely observational learning
Xu, Y., Guo, W., Huang, G., & Qu, C. (2022) · Current Psychology · doi:10.1007/s12144-022-03904-3 · Cited by 3 · see citing works
“The above scenario involves learning the stimulus–response-consequence associations which organisms learn to optimize their decisions for maximizing rewards or minimizing punishments and reducing uncertainty (Feld-manHall & Shenhav, 2019; Grabenhorst et al., 2019).”
BackgroundDecision-Making with Predictions of Others’ Likely and Unlikely Choices in the Human Brain
Ma, N., Harasawa, N., Ueno, K., Cheng, K., & Nakahara, H. (2024) · Journal of Neuroscience · doi:10.1523/jneurosci.2236-23.2024 · Cited by 3 · see citing works
“Similar signals have been observed in single neurons in nonhuman primates (Grabenhorst et al., 2019; Grabenhorst and Schultz, 2021).”
BackgroundReward monitoring in the frontopolar cortex of macaques
Ferrucci, L., Ceccarelli, F., Londei, F., Arena, G., Elyasizad, L., Nougaret, S., & Genovesio, A. (2025) · Scientific Reports · doi:10.1038/s41598-025-99019-3 · Cited by 3 · see citing works
“Neurons in the hypothalamus and in the amygdala signals reward value both for self and others 58–60 , and it has been suggested that by encoding object values learned through observation they can build a representation that serves to construct a representation of others’ mental states 61 .”
The Role of Theories of Embodied Cognition in Research and Modeling of Emotions
Shiller, A. V. (2019) · Russian Journal of Philosophical Sciences · doi:10.30727/0235-1188-2019-62-5-124-138 · Cited by 3 · see citing works
Dyadic Interaction Platform: A novel tool to study transparent social interactionsPreprint
Isbaner, S., Báez-Mendoza, R., Bothe, R., Eiteljoerge, S. F. V., Fischer, A., Gail, A., Gläscher, J. P., Lüschen, H., Moeller, S., Penke, L., et al. (2025) · eLife · doi:10.7554/elife.106757.1 · Cited by 4 · see citing works
John, Y. J., Wang, J., Bullock, D. H., & Barbas, H. (2024) · Journal of Cognitive Neuroscience · doi:10.1162/jocn_a_02109 · Cited by 7 · see citing works
Shared neural codes for eye-gaze and valencePreprint
Pryluk, R., Shohat, Y., Morozov, A., Friedman, D., Taub, A. H., & Paz, R. (2019) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/736462 · Cited by 2 · see citing works
Dyadic Interaction Platform: A novel tool to study transparent social interactionsPreprint
Isbaner, S., Báez-Mendoza, R., Bothe, R., Eiteljoerge, S. F. V., Fischer, A., Gail, A., Gläscher, J. P., Lüschen, H., Moeller, S., Penke, L., et al. (2025) · eLife · doi:10.7554/elife.106757 · Cited by 3 · see citing works
PrimateFace: A Machine Learning Resource for Automated Face Analysis in Human and Non-human PrimatesPreprint
Parodi, F., Matelsky, J., Lamacchia, A. P., Segado, M., Jiang, Y., Regla-Vargas, A., Sofi, L., Kimock, C. M., Waller, B. M., Platt, M. L., et al. (2025) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2025.08.12.669927 · Cited by 2 · see citing works
Zhao, S., Ye, R., Tang, Q.-Y., Attaallah, B., Toniolo, S., Saleh, Y., Rouse, M. A., Garrard, P., Broulidakis, M. J., Thompson, S., et al. (2026) · Translational Psychiatry · doi:10.1038/s41398-026-04023-4 · Cited by 1 · see citing works
“Although pathology in this socio-affective network can alter social cognition and behaviour [48, 52, 53], the evidence reviewed above points speci fi cally to ACCg and vmPFC as critical for social motivation.”
Kumar, A., Narayan, R. K., Pareek, V., Kumari, C., Ghosh, S. K., & Faiq, M. A. (2019) · Springer eBooks · doi:10.1007/978-3-319-47829-6_1368-1 · Cited by 1 · see citing works
Systematic Comparison of Risky Choices in Humans and MonkeysPreprint
Seak, L. C. U., Ferrari-Toniolo, S., Jain, R., Nielsen, K., & Schultz, W. (2023) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2023.02.07.527517 · Cited by 1 · see citing works
“In monkeys, studies demonstrated that monkeys maximize expected utility (Ferrari-Toniolo et al., 2019; Stauffer et al., 2015), cooperate with others (Grabenhorst et al., 2019), show loss aversion (Chen et al., 2006), and exhibit different risk attitude under different conditions (Ferrari-Toniolo et…”
Yates, D. M. (2019) · Nature reviews. Neuroscience · doi:10.1038/s41583-019-0178-5
Multisensory Processing in the Primate Amygdala
Morrow, J. K. (2019) · UA Campus Repository (The University of Arizona)
Kelly, E., Thomas, V. K., Indraghanty, A., & Fudge, J. L. (2021) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2021.05.07.443119
Montgomery, E. B. (2020) · Elsevier eBooks · doi:10.1016/b978-0-12-822829-6.00026-6
Kumar, A., Narayan, R. K., Pareek, V., Kumari, C., Ghosh, S. K., & Faiq, M. A. (2022) · Springer eBooks · doi:10.1007/978-3-319-55065-7_1368
van Coeverden, C., & Schultz, W. (2022) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2022.12.25.521899
“…for investigating neuronal mechanisms of social behavior beyond the already known coding of other’s actions and choices (di Pellegrino et al. 1992; Hosokawa & Watanabe 2012; Báez-Mendoza et al. 2013; Haroush & Williams 2015; Chang et al. 2015; Grabenhorst et al. 2019; Báez-Mendoza et al. 2021).”
Background(2022) · Society for Neuroscience eBooks · doi:10.1523/hon.012012
Multiple predictions of others’ actions in the human brain
Lin, Y., & Wittmann, M. K. (2024) · Trends in Neurosciences · doi:10.1016/j.tins.2024.10.009
Social behavior in primates and its neural correlates
Qi, G., & Chang, S. W. C. (2025) · Elsevier eBooks · doi:10.1016/b978-0-443-27380-3.00002-6
Value coding by primate amygdala neurons complies with economic choice theoryPreprint
Fabian Grabenhorst, B., Schultz, W., & Ferrari-Toniolo, S. (2025) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2025.04.15.648888
Preferences for fat, sugar, and oral-sensory food qualities in monkeys and humans
Huang, F.-Y., & Fabian Grabenhorst, B. (2025) · Physiology & Behavior · doi:10.1016/j.physbeh.2025.114998 · Cited by 1 · see citing works
“Previous studies in macaques identified important factors influencing reward values, choices, and their neural mechanisms, including the assignment of values to choice options [40,42,58 – 64], reinforcement learning [27,65] and effects of satiety and thirst [3,66,67].”
Selective Observation Under Limited Resources Biases Social Inference Through HysteresisPreprint
Son, S., & Yoo, S. B. M. (2025) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2025.07.30.667795
“…observational learning, the learner attends more to others' actions to identify intentions relevant to their own problem-solving (Burke et al., 2010; Grabenhorst et al., 2019; Hill et al., 2016) (Figure 1, red arrow), especially when these actions are more socially valuable (Olsson et al., 2020).”
Contributions of nonhuman primate research to unraveling the social brain and its impairments
Gacoin, M., Jiang, H., Obliger-Debouche, M., Cléry, J. C., & Sliwa, J. (2025) · Revue de primatologie · doi:10.4000/15cqb
Evidence accumulation from experience and observation in the cingulate cortex
Chen, R., Radkani, S., Valluru, N., Yoo, S. B. M., & Jazayeri, M. (2026) · Nature · doi:10.1038/s41586-025-09885-0
“Some studies have examined the neural signatures of observed reward and punishment 27 in the amygdala, striatum and many cortical areas 28–39 .”
Cooperation: Behavioral manifestations and neural mechanisms
Jiang, M., Chang, S. W. C., & Hong, W. (2026) · Current Opinion in Neurobiology · doi:10.1016/j.conb.2026.103177
Brain mechanisms underlying self-other distinction for bodily self-recognition
Oka, Y. G., & Isoda, M. (2026) · Frontiers in Neural Circuits · doi:10.3389/fncir.2026.1781653
Clarifying the neural circuit mechanisms of spontaneous social behavior in macaques
Ninomiya, T., Kaneko, T., Ono, Y., Kobayashi, K., & Isoda, M. (2026) · Frontiers in Neural Circuits · doi:10.3389/fncir.2026.1783133
“…settings have been successful in capturing various aspects of social behaviors, including monitoring (Falcone et al., 2016; Noritake et al., 2018; Grabenhorst et al., 2019; Dal Monte et al., 2020; Ninomiya et al., 2020), cooperation (Haroush and Williams, 2015; Visco-Comandini et al., 2015) and…”
- Authors
- Grabenhorst, F., Báez-Mendoza, R., Genest, W., Deco, G., & Schultz, W.
- Affiliations
- University of Cambridge (GB)
- Institució Catalana de Recerca i Estudis Avançats (ES)
- Venue
- Cell
- Publisher
- Elsevier BV
- Published
- 2019-05
- Volume
- 177
- Issue
- 4
- Pages
- 986-998.e15
- ISSN
- 0092-8674 (ISSN-L)
- PMC
- PMC6506276
- OpenAlex
- W2936454282
- Cited by
- 103
- References
- 65
- Citations by year
- 2026: 9 · 2025: 15 · 2024: 10 · 2023: 12 · 2022: 14 · 2021: 17 · 2020: 19 · 2019: 7
- FWCI
- 8.29
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Locations
- Cell (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- Repositori digital de la UPF (Universitat Pompeu Fabra) (submittedVersion, cc-by)
- Apollo (University of Cambridge) (submittedVersion, cc-by)
- Apollo (cc-by)
- Funders
- Wellcome Trust
- Principal Research Fellowship and Programme Grant (095495)
- Sir Henry Dale Fellowship (206207/Z/17/Z)
- European Research Council
- ERC Advanced Grant (293549)
- NIH Caltech Conte Center (P50MH094258)
- MGH ECOR Fund for Medical Discovery
- NARSAD Young Investigator Grant
- Brain & Behavior Research Foundation
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Memory and Neural Mechanisms
- Social Sciences › Psychology › Social Psychology › Primate Behavior and Ecology
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural and Behavioral Psychology Studies
- Keywords
- amygdala, social decision-making, observational learning, reciprocal inhibition, self and other representations, social cognition, primate social behavior, population decoding, amygdala subnuclei, biophysical model
- MeSH terms
- Amygdala, Animals, Behavior, Animal, Choice Behavior, Decision Making, Interpersonal Relations, Learning, Macaca mulatta, Male, Neurons, Reward
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