Pavlovian reward learning underlies value driven attentional capture
Open accessAbstract
Recent evidence shows that distractors that signal high compared to low reward availability elicit stronger attentional capture, even when this is detrimental for task-performance. This suggests that simply correlating stimuli with reward administration, rather than their instrumental relationship with obtaining reward, produces value-driven attentional capture. However, in previous studies, reward delivery was never response independent, as only correct responses were rewarded, nor was it completely task-irrelevant, as the distractor signaled the magnitude of reward that could be earned on that trial. In two experiments, we ensured that associative reward learning was completely response independent by letting participants perform a task at fixation, while high and low rewards were automatically administered following the presentation of task-irrelevant colored stimuli in the periphery (Experiment 1) or at fixation (Experiment 2). In a following non-reward test phase, using the additional singleton paradigm, the previously reward signaling stimuli were presented as distractors to assess truly task-irrelevant value driven attentional capture. The results showed that high compared to low reward-value associated distractors impaired performance, and thus captured attention more strongly. This suggests that genuine Pavlovian conditioning of stimulus-reward contingencies is sufficient to obtain value-driven attentional capture. Furthermore, value-driven attentional capture can occur following associative reward learning of temporally and spatially task-irrelevant distractors that signal the magnitude of available reward (Experiment 1), and is independent of training spatial shifts of attention towards the reward signaling stimuli (Experiment 2). This confirms and strengthens the idea that Pavlovian reward learning underlies value driven attentional capture.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Capture occurs for physically nonsalient and task-irrelevant stimuli when their reward-association is either made explicit or implicitly learned.
“Indeed, capture also occurs for physically nonsalient and task-irrelevant stimuli when their reward-association is either made explicit or implicitly learned (Bucker & Theeuwes, 2017a; Failing et al., 2015; Failing & Theeuwes, 2017; Le Pelley et al., 2017).”
From Selection history: How reward modulates selectivity of visual attention. (2018) · cites this paper as Bucker & Theeuwes, 2017a
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Perceptual selectivity for color and form
Theeuwes, J. (1992) · Perception & Psychophysics · doi:10.3758/bf03211656 · Cited by 1,649 · see citing works
Self-citationA taxonomy of external and internal attention.
Chun, M. M., Golomb, J. D., & Turk-Browne, N. B. (2011) · Annual Review of Psychology · doi:10.1146/annurev.psych.093008.100427 · Cited by 1,472 · see citing works
Skinner, B. F. (1948) · Journal of Experimental Psychology · doi:10.1037/h0055873 · Cited by 1,456 · see citing works
Motivation and cognitive control: from behavior to neural mechanism
Botvinick, M., & Braver, T. (2015) · Annual Review of Psychology · doi:10.1146/annurev-psych-010814-015044 · Cited by 909 · see citing works
Reward Changes Salience in Human Vision via the Anterior Cingulate
Hickey, C., Chelazzi, L., & Theeuwes, J. (2010) · The Journal of Neuroscience · doi:10.1523/jneurosci.1026-10.2010 · Cited by 606 · cited 1× · see citing works
“Attentional capture”
Self-citationRewards teach visual selective attention
Chelazzi, L., Perlato, A., Santandrea, E., & Della Libera, C. (2013) · Vision Research · doi:10.1016/j.visres.2012.12.005 · Cited by 354 · see citing works
Attention and associative learning in humans: An integrative review.
Le Pelley, M. E., Mitchell, C. J., Beesley, T., George, D. N., & Wills, A. J. (2016) · Psychological Bulletin · doi:10.1037/bul0000064 · Cited by 329 · see citing works
Le Pelley, M. E., Pearson, D., Griffiths, O., & Beesley, T. (2015) · Journal of Experimental Psychology: General · doi:10.1037/xge0000037 · Cited by 327 · see citing works
The effect of reward on orienting and reorienting in exogenous cuing
Bucker, B., & Theeuwes, J. (2014) · Cognitive, Affective, & Behavioral Neuroscience · doi:10.3758/s13415-014-0278-7 · Cited by 47 · see citing works
Self-citationReward modulates oculomotor competition between differently valued stimuli
Bucker, B., Silvis, J. D., Donk, M., & Theeuwes, J. (2015) · Vision Research · doi:10.1016/j.visres.2015.01.020 · Cited by 31 · see citing works
Self-citation
Flagged first, then by citations
Research works printed but not linked: 31
- Anderson BA A value-driven mechanism of attentional selection Journal of Vision 2013 13 3 7 10.1167/13.3.7 23589803 PMC3630531 · DOI
- Anderson BA The attention habit: how reward learning shapes attentional selection Annals of the New York Academy of Sciences 2015 1369 24 39 10.1111/nyas.12957 26595376 · DOI
- Anderson BA Laurent PA Yantis S Value-driven attentional capture Proceedings of the National Academy of Sciences of the United States of America 2011 108 25 10367 10371 10.1073/pnas.1104047108 21646524 PMC3121816 · DOI · Paper page
- Anderson, B. A., Laurent, P. A., & Yantis, S. (2011b). Learned value magnifies salience-based attentional capture. PLoS One, 6(e27926). PMC3221688 22132170
- Awh E Belopolsky AV Theeuwes J Top-down versus bottom-up attentional control: A failed theoretical dichotomy Trends in Cognitive Sciences 2012 16 8 437 443 10.1016/j.tics.2012.06.010 22795563 PMC3426354 · DOI · Paper page
- Bruyer R Brysbaert M Combining speed and accuracy in cognitive psychology: Is the inverse efficiency score (IES) a better dependent variable than the mean reaction time (RT) and the percentage of errors (PE)? Psychologica Belgica 2011 51 1 5 13 10.5334/pb-51-1-5 · DOI
- Bucker B Theeuwes J Appetitive and aversive outcome associations modulate exogenous cueing Attention, Perception & Psychophysics 2016 78 2253 10.3758/s13414-016-1107-6 PMC5013143 27146992 · DOI
- Corbetta M Shulman GL Control of goal-directed and stimulus-driven attention in the brain Nature Reviews Neuroscience 2002 3 3 201 215 10.1038/nrn755 11994752 · DOI · Paper page
- Della Libera C Chelazzi L Visual selective attention and the effects of monetary rewards Psychological Science 2006 17 3 222 227 10.1111/j.1467-9280.2006.01689.x 16507062 · DOI · Paper page
- Della Libera C Chelazzi L Learning to attend and to ignore is a matter of gains and losses Psychological Science 2009 20 6 778 784 10.1111/j.1467-9280.2009.02360.x 19422618 · DOI · Paper page
- Desimone R Duncan J Neural mechanisms of selective visual attention Annual Review of Neuroscience 1995 18 1 193 222 10.1146/annurev.ne.18.030195.001205 7605061 · DOI · Paper page
- Failing M Nissens T Pearson D Le Pelley M Theeuwes J Oculomotor capture by stimuli that signal the availability of reward Journal of Neurophysiology 2015 114 4 2316 2327 10.1152/jn.00441.2015 26289464 PMC4609761 · DOI
- Failing MF Theeuwes J Exogenous visual orienting by reward Journal of Vision 2014 14 5 6 10.1167/14.5.6 24819737 · DOI
- Hickey C Chelazzi L Theeuwes J Reward guides vision when it's your thing: Trait reward-seeking in reward-mediated visual priming PLoS One 2010 5 11 e14087 10.1371/journal.pone.0014087 21124893 PMC2990710 · DOI · Paper page
- Itti L Koch C Computational modelling of visual attention Nature Reviews Neuroscience 2001 2 3 194 203 10.1038/35058500 11256080 · DOI · Paper page
- Kiss M Driver J Eimer M Reward priority of visual target singletons modulates event-related potential signatures of attentional selection Psychological Science 2009 20 2 245 251 10.1111/j.1467-9280.2009.02281.x 19175756 PMC2645377 · DOI · Paper page
- Krebs RM Boehler CN Egner T Woldorff MG The neural underpinnings of how reward associations can both guide and misguide attention The Journal of Neuroscience 2011 31 26 9752 9759 10.1523/JNEUROSCI.0732-11.2011 21715640 PMC3142621 · DOI
- Kristjánsson Á Campana G Where perception meets memory: A review of repetition priming in visual search tasks Attention, Perception & Psychophysics 2010 72 1 5 18 10.3758/APP.72.1.5 20045875 · DOI
- MacLean MH Diaz GK Giesbrecht B Irrelevant learned reward associations disrupt voluntary spatial attention Attention, Perception & Psychophysics 2016 78 7 2241 2252 10.3758/s13414-016-1103-x 27084702 · DOI · Paper page
- Mathôt S Schreij D Theeuwes J OpenSesame: An open-source, graphical experiment builder for the social sciences Behavior Research Methods 2012 44 314 324 10.3758/s13428-011-0168-7 22083660 PMC3356517 · DOI
- McCoy B Theeuwes J The effects of reward on oculomotor control Journal of Neurophysiology 2016 27582294
- Mine C Saiki J Task-irrelevant stimulus-reward association induces value-driven attentional capture Attention, Perception & Psychophysics 2015 77 6 1896 1907 10.3758/s13414-015-0894-5 25893470 · DOI
- Munneke J Hoppenbrouwers SS Theeuwes J Reward can modulate attentional capture, independent of top-down set Attention, Perception & Psychophysics 2015 77 8 2540 2548 10.3758/s13414-015-0958-6 PMC4644218 26178858 · DOI · Paper page
- Pearson D Donkin C Tran SC Most SB Le Pelley ME Cognitive control and counterproductive oculomotor capture by reward-related stimuli Visual Cognition 2015 23 1–2 41 66 10.1080/13506285.2014.994252 · DOI
- Pessoa L How do emotion and motivation direct executive control? Trends in Cognitive Sciences 2009 13 4 160 166 10.1016/j.tics.2009.01.006 19285913 PMC2773442 · DOI · Paper page
- Pessoa L Engelmann JB Embedding reward signals into perception and cognition Frontiers in Neuroscience 2010 4 17 10.3389/fnins.2010.00017 20859524 PMC2940450 · DOI · Paper page
- Sawaki R Luck SJ Raymond JE How attention changes in response to incentives Journal of Cognitive Neuroscience 2015 27 11 2229 2239 10.1162/jocn_a_00847 26151604 PMC4589447 · DOI · Paper page
- Shomstein S Johnson J Shaping attention with reward effects of reward on space-and object-based selection Psychological Science 2013 24 12 2369 2378 10.1177/0956797613490743 24121412 PMC4191974 · DOI · Paper page
- Small DM Gitelman D Simmons K Bloise SM Parrish T Mesulam MM Monetary incentives enhance processing in brain regions mediating top-down control of attention Cerebral Cortex 2005 15 12 1855 1865 10.1093/cercor/bhi063 15746002 · DOI · Paper page
- Theeuwes J Top–down and bottom–up control of visual selection Acta Psychologica 2010 135 2 77 99 10.1016/j.actpsy.2010.02.006 20507828 · DOI · Paper page
- Townsend JT Ashby FG Stochastic modeling of elementary psychological processes 1983 Cambridge Cambridge University Press
Cited by
Sorted by citations
Selection history: How reward modulates selectivity of visual attention.
Failing, M., & Theeuwes, J. (2018) · Psychonomic Bulletin & Review · doi:10.3758/s13423-017-1380-y · Cited by 345 · see citing works
Self-citation
- Authors
- Bucker, B., & Theeuwes, J.
- Affiliations
- Vrije Universiteit Amsterdam (NL)
- Corresponding author
- Bucker, Berno
- Venue
- Attention, Perception, & Psychophysics
- Published
- 2016-11-30
- Volume
- 79
- Issue
- 2
- Pages
- 415-428
- ISSN
- 1943-3921 (ISSN-L)
- 1943-393X
- PMC
- PMC5306301
- OpenAlex
- W2558378871
- Cited by
- 93
- References
- 10
- Citations by year
- 2026: 1 · 2025: 8 · 2024: 5 · 2023: 7 · 2022: 11 · 2021: 18 · 2020: 17 · 2019: 8 · 2018: 8 · 2017: 9 · 2016: 1
- FWCI
- 5.52
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Locations
- Attention Perception & Psychophysics (publishedVersion, cc-by)
- Europe PMC (PubMed Central) (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- VU Research Portal (submittedVersion, other-oa)
- Data Archiving and Networked Services (DANS) (submittedVersion, other-oa)
- Funders
- VU University Amsterdam
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural and Behavioral Psychology Studies
- Physical Sciences › Computer Science › Computer Vision and Pattern Recognition › Visual Attention and Saliency Detection
- Life Sciences › Neuroscience › Cognitive Neuroscience › Visual perception and processing mechanisms
- Keywords
- classical conditioning, reward learning, attentional capture, value-driven attention, distractor effects, task-irrelevant stimuli, stimulus-reward associations
- MeSH terms
- Adult, Attention, Conditioning, Classical, Female, Humans, Learning, Male, Photic Stimulation, Reaction Time, Reward, Young Adult
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review