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Article

Adams, RA; Huys, QJ; Roiser, JP; (2015) Computational Psychiatry: towards a mathematically informed understanding of mental illness. Journal of Neurology, Neurosurgery and Psychiatry 10.1136/jnnp-2015-310737. Green open access
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Atiya, NAA; Huys, QJM; Dolan, RJ; Fleming, SM; (2021) Explaining distortions in metacognition with an attractor network model of decision uncertainty. PLoS Computational Biology , 17 (7) , Article e1009201. 10.1371/journal.pcbi.1009201. (In press). Green open access
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Berwian, IM; Tröndle, M; de Miquel, C; Ziogas, A; Stefanics, G; Walter, H; Stephan, KE; (2024) Emotion-Induced Frontal Alpha Asymmetry as a Candidate Predictor of Relapse After Discontinuation of Antidepressant Medication. Biological Psychiatry: Cognitive Neuroscience and Neuroimaging , 9 (8) pp. 809-818. 10.1016/j.bpsc.2024.05.001. Green open access
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Berwian, IM; Wenzel, JG; Kuehn, L; Schnuerer, I; Seifritz, E; Stephan, KE; Walter, H; (2022) Low predictive power of clinical features for relapse prediction after antidepressant discontinuation in a naturalistic setting. Scientific Reports , 12 , Article 11171. 10.1038/s41598-022-13893-9. Green open access
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Berwian, IM; Walter, H; Seifritz, E; Huys, QJM; (2017) Predicting relapse after antidepressant withdrawal – a systematic review. Psychological Medicine , 47 (3) pp. 426-437. 10.1017/S0033291716002580. Green open access
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Berwian, IM; Wenzel, JG; Collins, AGE; Seifritz, E; Stephan, KE; Walter, H; Huys, QJM; (2020) Computational Mechanisms of Effort and Reward Decisions in Patients With Depression and Their Association With Relapse After Antidepressant Discontinuation. JAMA Psychiatry 10.1001/jamapsychiatry.2019.4971. (In press).

Berwian, IM; Wenzel, JG; Kuehn, L; Schnuerer, I; Kasper, L; Veer, IM; Seifritz, E; ... Huys, QJM; + view all (2020) The relationship between resting-state functional connectivity, antidepressant discontinuation and depression relapse. Scientific Reports , 10 , Article 22346. 10.1038/s41598-020-79170-9. Green open access
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Browning, M; Paulus, M; Huys, QJM; (2023) What is Computational Psychiatry Good For? Biological Psychiatry , 93 (8) pp. 658-660. 10.1016/j.biopsych.2022.08.030. Green open access
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Browning, M; Carter, CS; Chatham, C; Den Ouden, H; Gillan, CM; Baker, JT; Chekroud, AM; ... Paulus, M; + view all (2020) Realizing the Clinical Potential of Computational Psychiatry: Report From the Banbury Center Meeting, February 2019. Biological Psychiatry , 88 (2) e5-e10. 10.1016/j.biopsych.2019.12.026. Green open access
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Charpentier, CJ; Faulkner, P; Pool, ER; Ly, V; Tollenaar, MS; Kluen, LM; Fransen, A; ... O'Doherty, JP; + view all (2021) How Representative are Neuroimaging Samples? Large-Scale Evidence for Trait Anxiety Differences Between fMRI and Behaviour-Only Research Participants. Social Cognitive and Affective Neuroscience 10.1093/scan/nsab057. (In press). Green open access
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Chen, H; Kuitunen-Paul, S; Garbusow, M; Lukezic, M; Huys, QJM; Rapp, MA; Heinz, A; (2025) Changes in Model-Based and Model-Free Control Prospectively Predict Drinking Trajectories in Young Men. Biological Psychiatry 10.1016/j.biopsych.2025.06.028. (In press). Green open access
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Chen, H; Mojtahedzadeh, N; Belanger, MJ; Nebe, S; Kuitunen-Paul, S; Sebold, M; Garbusow, M; ... Smolka, MN; + view all (2021) Model-Based and Model-Free Control Predicts Alcohol Consumption Developmental Trajectory in Young Adults: A 3-Year Prospective Study. Biological Psychiatry , 89 (10) pp. 980-989. 10.1016/j.biopsych.2021.01.009. Green open access
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Chen, Hao; Belanger, Matthew J; Garbusow, Maria; Kuitunen-Paul, Soeren; Huys, Quentin JM; Heinz, Andreas; Rapp, Michael A; (2023) Susceptibility to interference between Pavlovian and instrumental control predisposes risky alcohol use developmental trajectory from ages 18 to 24. Addiction Biology , 28 (2) , Article e13263. 10.1111/adb.13263. Green open access
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Chen, K; Garbusow, M; Sebold, M; Kuitunen-Paul, S; Smolka, MN; Huys, QJM; Zimmermann, US; ... Heinz, A; + view all (2023) Alcohol Approach Bias Is Associated With Both Behavioral and Neural Pavlovian-to-Instrumental Transfer Effects in Alcohol-Dependent Patients. Biological Psychiatry Global Open Science , 3 (3) pp. 443-450. 10.1016/j.bpsgos.2022.03.014. Green open access
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Chen, K; Schlagenhauf, F; Sebold, M; Kuitunen-Paul, S; Chen, H; Huys, QJM; Heinz, A; ... Garbusow, M; + view all (2022) The Association of Non–Drug-Related Pavlovian-to-Instrumental Transfer Effect in Nucleus Accumbens With Relapse in Alcohol Dependence: A Replication. Biological Psychiatry , 93 (6) pp. 558-565. 10.1016/j.biopsych.2022.09.017. Green open access
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Chen, H; Nebe, S; Mojtahedzadeh, N; Kuitunen-Paul, S; Garbusow, M; Schad, DJ; Rapp, MA; ... Smolka, MN; + view all (2020) Susceptibility to interference between Pavlovian and instrumental control is associated with early hazardous alcohol use. Addiction Biology , Article e12983. 10.1111/adb.12983. (In press). Green open access
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Dayan, P; Huys, QJM; (2008) Serotonin, inhibition, and negative mood. PLoS Computational Biology , 4 (2) , Article e4. 10.1371/journal.pcbi.0040004. Green open access
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Durstewitz, D; Huys, QJM; Koppe, G; (2020) Psychiatric Illnesses as Disorders of Network Dynamics. Biological Psychiatry: Cognitive Neuroscience and Neuroimaging 10.1016/j.bpsc.2020.01.001. (In press). Green open access
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Ebrahimi, C; Garbusow, M; Sebold, M; Chen, K; Smolka, MN; Huys, QJM; Zimmermann, US; ... Heinz, A; + view all (2023) Elevated Amygdala Responses During De Novo Pavlovian Conditioning in Alcohol Use Disorder Are Associated With Pavlovian-to-Instrumental Transfer and Relapse Latency. Biological Psychiatry Global Open Science 10.1016/j.bpsgos.2023.02.003. (In press). Green open access
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Erdmann, Tore; Berwian, Isabel M; Stephan, Klaas Enno; Seifritz, Erich; Walter, Henrik; Huys, Quentin JM; (2024) Amygdala Reactivity, Antidepressant Discontinuation, and Relapse. JAMA Psychiatry , 81 (11) pp. 1081-1089. 10.1001/jamapsychiatry.2024.2136. Green open access
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Faulkner, P; Huys, QJM; Renz, D; Eshel, N; Pilling, S; Dayan, P; Roiser, JP; (2021) A comparison of 'pruning' during multi-step planning in depressed and healthy individuals. Psychological Medicine 10.1017/S0033291721000799. (In press). Green open access
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Friedel, E; Schlagenhauf, F; Beck, A; Dolan, RJ; Huys, QJ; Rapp, MA; Heinz, A; (2015) The effects of life stress and neural learning signals on fluid intelligence. Eur Arch Psychiatry Clin Neurosci , 265 (1) 35 - 43. 10.1007/s00406-014-0519-3. Green open access
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Garbusow, M; Nebe, S; Sommer, C; Kuitunen-Paul, S; Sebold, M; Schad, DJ; Friedel, E; ... Heinz, A; + view all (2019) Pavlovian-To-Instrumental Transfer and Alcohol Consumption in Young Male Social Drinkers: Behavioral, Neural and Polygenic Correlates. Journal of Clinical Medicine , 8 (8) , Article 1188. 10.3390/jcm8081188. Green open access
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Geurts, DEM; Van den Heuvel, TJ; Huys, QJM; Verkes, RJ; Cools, R; (2022) Amygdala response predicts clinical symptom reduction in patients with borderline personality disorder: A pilot fMRI study. Frontiers in Behavioral Neuroscience , 16 , Article 938403. 10.3389/fnbeh.2022.938403. Green open access
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Geurts, DEM; von Borries, K; Huys, QJM; Bulten, BH; Verkes, RJ; Cools, R; (2022) Psychopathic tendency in violent offenders is associated with reduced aversive Pavlovian inhibition of behavior and associated striatal BOLD signal. Frontiers in Behavioral Neuroscience , 16 , Article 963776. 10.3389/fnbeh.2022.963776. Green open access
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Grosskurth, ED; Bach, DR; Economides, M; Huys, QJM; Holper, L; (2019) No substantial change in the balance between model-free and model-based control via training on the two-step task. PLoS Computational Biology , 15 (11) , Article e1007443. 10.1371/journal.pcbi.1007443. Green open access
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Guitart-Masip, M; Economides, M; Huys, QJM; Chowdhury, R; Dolan, RJ; Dayan, P; Frank, MJ; (2014) Differential, but not opponent, effects of l-DOPA and citalopram on action learning with reward and punishment. Psychopharmacology , 231 (5) 955 - 966. 10.1007/s00213-013-3313-4. Green open access
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Guitart-Masip, M; Fuentemilla, L; Bach, DR; Huys, QJM; Dayan, P; Dolan, RJ; Duzel, E; (2011) Action Dominates Valence in Anticipatory Representations in the Human Striatum and Dopaminergic Midbrain. Journal of Neuroscience , 31 (21) 7867- 7875. 10.1523/JNEUROSCI.6376-10.2011. Green open access
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Hall, Anna F; Browning, Michae; Huys, Quentin JM; (2024) The computational structure of consummatory anhedonia. Trends in Cognitive Sciences 10.1016/j.tics.2024.01.006. (In press). Green open access
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Huys, QJM; Russek, EM; Abitante, G; Kahnt, T; Gollan, JK; (2022) Components of Behavioral Activation Therapy for Depression Engage Specific Reinforcement Learning Mechanisms in a Pilot Study. Computational Psychiatry , 6 (1) pp. 238-255. 10.5334/cpsy.81. Green open access
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Huys, Quentin JM; (2022) Is there mathematics to madness? Brain , 145 (6) pp. 2227-2228. 10.1093/brain/awac047. Green open access
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Huys, Quentin JM; Browning, Michael; (2025) Trials for computational psychiatry. Nature Computational Science , 5 pp. 841-843. 10.1038/s43588-025-00879-6.

Huys, Quentin JM; Browning, Michael; (2022) A Computational View on the Nature of Reward and Value in Anhedonia. Current Topics in Behavioral Neurosciences , 58 pp. 421-442. 10.1007/7854_2021_290. Green open access
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Huys, QJ; Eshel, N; O'Nions, E; Sheridan, L; Dayan, P; Roiser, JP; (2012) Bonsai trees in your head: how the pavlovian system sculpts goal-directed choices by pruning decision trees. PLoS Comput Biol , 8 (3) , Article e1002410. 10.1371/journal.pcbi.1002410. Green open access
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Huys, QJ; Gölzer, M; Friedel, E; Heinz, A; Cools, R; Dayan, P; Dolan, RJ; (2016) The specificity of Pavlovian regulation is associated with recovery from depression. Psychological Medicine , 46 (5) pp. 1027-1035. 10.1017/S0033291715002597. Green open access
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Huys, QJ; Pizzagalli, DA; Bogdan, R; Dayan, P; (2013) Mapping anhedonia onto reinforcement learning: A behavioural meta-analysis. Biology of Mood & Anxiety Disorders , 3 (1) , Article 12. 10.1186/2045-5380-3-12. Green open access
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Huys, QJM; Browning, M; Paulus, M; Frank, MJ; (2021) Advances in the computational understanding of mental illness. Neuropsychopharmacology , 46 pp. 3-19. 10.1038/s41386-020-0746-4. Green open access
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Huys, QJM; Cools, R; Golzer, M; Friedel, E; Heinz, A; Dolan, RJ; Dayan, P; (2011) Disentangling the Roles of Approach, Activation and Valence in Instrumental and Pavlovian Responding. PLOS COMPUT BIOL , 7 (4) , Article e1002028. 10.1371/journal.pcbi.1002028. Green open access
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Huys, QJM; Renz, D; (2017) A Formal Valuation Framework for Emotions and Their Control. Biological Psychiatry , 82 (6) pp. 413-420. 10.1016/j.biopsych.2017.07.003. Green open access
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Kirschner, M; Sladky, R; Haugg, A; Stämpfli, P; Jehli, E; Hodel, M; Engeli, E; ... Herdener, M; + view all (2018) Self-regulation of the dopaminergic reward circuit in cocaine users with mental imagery and neurofeedback. EBioMedicine 10.1016/j.ebiom.2018.10.052. Green open access
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Kühnel, A; Teckentrup, V; Neuser, MP; Huys, QJM; Burrasch, C; Walter, M; Kroemer, NB; (2020) Stimulation of the vagus nerve reduces learning in a go/no-go reinforcement learning task. European Neuropsychopharmacology , 35 pp. 17-29. 10.1016/j.euroneuro.2020.03.023. Green open access
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Lally, N; Huys, QJM; Eshel, N; Faulkner, P; Dayan, P; Roiser, JP; (2017) The neural basis of aversive Pavlovian guidance during planning. Journal of Neuroscience , 37 (42) pp. 10215-10229. 10.1523/JNEUROSCI.0085-17.2017. Green open access
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Leong, Ian Lam; Ng, Tsz Huen; Sen, Kunal; Burchill, Ella; Costello, Harry; Badenoch, James B; Coebergh, Jan; ... Rogers, Jonathan P; + view all (2025) Reduced striatal dopamine transmission as a transdiagnostic substrate of psychomotor retardation. Brain , Article awaf335. 10.1093/brain/awaf335. (In press). Green open access
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Mihalik, A; Adams, RA; Huys, Q; (2020) Canonical correlation analysis for identifying biotypes of depression. Biological Psychiatry: Cognitive Neuroscience and Neuroimaging , 5 (5) pp. 478-480. 10.1016/j.bpsc.2020.02.002. Green open access
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Mishchanchuk, Karyna; Gregoriou, Gabrielle; Qü, Albert; Kastler, Alizée; Huys, Quentin JM; Wilbrecht, Linda; MacAskill, Andrew F; (2024) Hidden state inference requires abstract contextual representations in the ventral hippocampus. Science , 386 (6724) pp. 926-932. 10.1126/science.adq5874. Green open access
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Mkrtchian, A; Qiu, Z; Abir, Y; Erdmann, T; Dercon, Q; Sedlinska, T; Browning, M; ... Huys, QJM; + view all (2025) Differential Associations of Dopamine and Serotonin With Reward and Punishment Processes in Humans: A Systematic Review and Meta-Analysis. JAMA Psychiatry 10.1001/jamapsychiatry.2025.0839. (In press). Green open access
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Norbury, Agnes; Hauser, Tobias U; Fleming, Stephen M; Dolan, Raymond J; Huys, Quentin JM; (2024) Different components of cognitive-behavioral therapy affect specific cognitive mechanisms. Science Advances , 10 (13) , Article eadk3222. 10.1126/sciadv.adk3222. Green open access
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Nord, CL; Lawson, RP; Huys, QJM; Pilling, S; Roiser, JP; (2018) Depression is associated with enhanced aversive Pavlovian control over instrumental behaviour. Scientific Reports , 8 , Article 12582. 10.1038/s41598-018-30828-5. Green open access
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Nour, MM; Huys, QJM; (2023) Natural Language Processing in Psychiatry: A Field at an Inflection Point. Biological Psychiatry: Cognitive Neuroscience and Neuroimaging , 8 (10) pp. 979-981. 10.1016/j.bpsc.2023.08.001. Green open access
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Ousdal, OT; Huys, QJ; Milde, AM; Craven, AR; Ersland, L; Endestad, T; Melinder, A; ... Dolan, RJ; + view all (2018) The impact of traumatic stress on Pavlovian biases. Psychological Medicine , 48 (2) pp. 327-336. 10.1017/S003329171700174X. Green open access
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Ousdal, OT; Milde, AM; Craven, AR; Ersland, L; Endestad, T; Melinder, A; Huys, QJ; (2019) Prefrontal Glutamate Levels Predict Altered Amygdala-prefrontal Connectivity in Traumatized Youths. Psychological Medicine , 49 (11) pp. 1822-1830. 10.1017/S0033291718002519. Green open access
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Pezzoli, P; Parsons, S; Kievit, RA; Astle, DE; Huys, QJM; Steinbeis, N; Viding, E; (2023) Challenges and Solutions to the Measurement of Neurocognitive Mechanisms in Developmental Settings. Biological Psychiatry: Cognitive Neuroscience and Neuroimaging 10.1016/j.bpsc.2023.03.011. (In press). Green open access
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Poldrack, RA; Feingold, F; Frank, MJ; Gleeson, P; De Hollander, G; Huys, QJM; Love, BC; ... Cohen, JD; + view all (2019) The Importance of Standards for Sharing of Computational Models and Data. Computational Brain & Behavior , 2 pp. 229-232. 10.1007/s42113-019-00062-x. Green open access
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Reiter, AM; Atiya, NA; Berwian, IM; Huys, QJ; (2021) Neuro-cognitive processes as mediators of psychological treatment effects. Current Opinion in Behavioral Sciences , 38 pp. 103-109. 10.1016/j.cobeha.2021.02.007. Green open access
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Rupprechter, S; Stankevicius, A; Huys, QJM; Series, P; Steele, JD; (2020) Abnormal reward valuation and event-related connectivity in unmedicated major depressive disorder. Psychological Medicine 10.1017/S0033291719003799. (In press). Green open access
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Rupprechter, S; Stankevicius, A; Huys, QJM; Steele, JD; Seriès, P; (2018) Major Depression Impairs the Use of Reward Values for Decision-Making. Scientific Reports , 8 (1) , Article 13798. 10.1038/s41598-018-31730-w. Green open access
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Russek, EM; Moran, R; McNamee, D; Reiter, A; Liu, Y; Dolan, RJ; Huys, QJM; (2020) Opportunities for emotion and mental health research in the resource-rationality framework. Behavioral and Brain Sciences , 43 , Article e21. 10.1017/S0140525X19001663. Green open access
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Rutledge, RB; Chekroud, AM; Huys, QJ; (2019) Machine learning and big data in psychiatry: toward clinical applications. Current Opinion in Neurobiology , 55 pp. 152-159. 10.1016/j.conb.2019.02.006. Green open access
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Schad, DJ; Rapp, MA; Garbusow, M; Nebe, S; Sebold, M; Obst, E; Sommer, C; ... Huys, QJM; + view all (2020) Dissociating neural learning signals in human sign- and goal-trackers. Nature Human Behaviour , 4 pp. 201-214. 10.1038/s41562-019-0765-5. Green open access
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Schulz, E; Wu, CM; Huys, QJM; Krause, A; Speekenbrink, M; (2018) Generalization and Search in Risky Environments. Cognitive Science 10.1111/cogs.12695. (In press). Green open access
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Sebold, M; Chen, H; Önal, A; Kuitunen-Paul, S; Mojtahedzadeh, N; Garbusow, M; Nebe, S; ... Heinz, A; + view all (2022) Stronger Prejudices Are Associated With Decreased Model-Based Control. Frontiers in Psychology , 12 , Article 767022. 10.3389/fpsyg.2021.767022. Green open access
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Sebold, M; Garbusow, M; Cerci, D; Chen, K; Sommer, C; Huys, QJM; Nebe, S; ... Friedel, E; + view all (2021) Association of the OPRM1 A118G polymorphism and Pavlovian-to-instrumental transfer: Clinical relevance for alcohol dependence. Journal of Psychopharmacology 10.1177/0269881121991992. (In press). Green open access
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Sommer, C; Garbusow, M; Jünger, E; Pooseh, S; Bernhardt, N; Birkenstock, J; Schad, DJ; ... Zimmermann, US; + view all (2017) Strong seduction: impulsivity and the impact of contextual cues on instrumental behavior in alcohol dependence. Translational Psychiatry , 7 (8) , Article e1183. 10.1038/tp.2017.158. Green open access
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Stephan, KE; Schlagenhauf, F; Huys, QJ; Raman, S; Aponte, EA; Brodersen, KH; Rigoux, L; ... Heinz, A; + view all (2017) Computational neuroimaging strategies for single patient predictions. NeuroImage , 145 (Pt B) pp. 180-199. 10.1016/j.neuroimage.2016.06.038. Green open access
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Yip, SW; Barch, DM; Chase, HW; Flagel, S; Huys, QJM; Konova, AB; Montague, R; (2023) From Computation to Clinic. Biological Psychiatry Global Open Science , 3 (3) pp. 319-328. 10.1016/j.bpsgos.2022.03.011. Green open access
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Proceedings paper

Schulz, E; Huys, QJM; Bach, DR; Speekenbrink, M; Krause, A; (2016) Better safe than sorry: Risky function exploitation through safe optimization. In: Proceedings of the 38th Annual Meeting of the Cognitive Science Society. (pp. pp. 1140-1145). Cognitive Science Society: Austin, TX. Green open access
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Thesis

Huys, Q; (2007) Reinforcers and control: Towards a computational aetiology of depression. Doctoral thesis , UCL (University College London). Green open access
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This list was generated on Tue Jan 27 11:51:26 2026 GMT.