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Optimal policy for attention-modulated decisions explains human fixation behavior
13 references·16 citing·34 second hop
Optimal policy for attention-modulated decisions explains human fixation behavior (2021)Optimal policy for attention-modulated de…Value-based attention but not divisive normalization influences decisions with multiple alternatives (2020)Value-based attention but not…Optimal policy for multi-alternative decisions (2019)Optimal policy for multi-alte…Speed, Accuracy, and the Optimal Timing of Choices (2018)Speed, Accuracy, and the Opti…Gaze Amplifies Value in Decision Making (2018)Gaze Amplifies Value in Decis…Attention and choice across domains. (2018)Attention and choice across d…Normalized value coding explains dynamic adaptation in the human valuation process (2017)Normalized value coding expla…Optimal policy for value-based decision-making (2016)Optimal policy for value-base…Computational Precision of Mental Inference as Critical Source of Human Choice Suboptimality (2016)Computational Precision of Me…Eye tracking and pupillometry are indicators of dissociable latent decision processes. (2014)Eye tracking and pupillometry…The Drift Diffusion Model Can Account for the Accuracy and Reaction Time of Value-Based Choices Under High and Low Time Pressure (2011)The Drift Diffusion Model Can…Multialternative drift-diffusion model predicts the relationship between visual fixations and choice in value-based decisions (2011)Multialternative drift-diffus…Visual fixations and the computation and comparison of value in simple choice (2010)Visual fixations and the comp…Biasing simple choices by manipulating relative visual attention (2008)Biasing simple choices by man…A timeline of cognitive costs in decision-making (2025)A timeline of cognitive costs…Information Search Within a Web Page: Modeling the Full Sequence of Eye Movement Decisions, Subjective Value Updating, and First Clicks (2024)Information Search Within a W…Peripheral Visual Information Halves Attentional Choice Biases (2023)Peripheral Visual Information…Complex economic decisions from simple neurocognitive processes: the role of interactive attention (2023)Complex economic decisions fr…Stronger attentional biases can be linked to higher reward rate in preferential choice (2022)Stronger attentional biases c…Multinomial Logit Processes and Preference Discovery: Inside and Outside the Black Box (2022)Multinomial Logit Processes a…Humans actively sample evidence to support prior beliefs (2022)Humans actively sample eviden…Gaze-dependent evidence accumulation predicts multi-alternative risky choice behaviour (2022)Gaze-dependent evidence accum…Evidence accumulates for individual attributes during value-based decisions. (2022)Evidence accumulates for indi…Considering what we know and what we don't know: Expectations and confidence guide value integration in value-based decision-making (2022)Considering what we know and …Value certainty in drift-diffusion models of preferential choice. (2021)Value certainty in drift-diff…Trading mental effort for confidence in the metacognitive control of value-based decision-making (2021)Trading mental effort for con…The elusiveness of context effects in decision making (2021)The elusiveness of context ef…Humans actively sample evidence to support prior beliefs. (2021)Humans actively sample eviden…An uncertainty-based model of the effects of fixation on choice (2021)An uncertainty-based model of…Fixation patterns in simple choice reflect optimal information sampling (2019)Fixation patterns in simple c…HDDM: Hierarchical Bayesian estimation of the Drift-Diffusion Model in Python (2013)A reinforcement learning diffusion decision model for value-based decisions (2019)Feeling and thinking: Preferences need no inferences. (1980)Advances in prospect theory: Cumulative representation of uncertainty (1992)The construction of preference. (1995)Nudging healthier food and beverage choices through salience and priming. Evidence from a systematic review (2016)Prospect Theory: An Analysis of Decision under Risk (1979)Prospect theory: An analysis of decision under risk (1988)Decision field theory: A dynamic-cognitive approach to decision making in an uncertain environment. (1993)Search Dynamics in Consumer Choice under Time Pressure: An Eye-Tracking Study (2011)Attention and choice: A review on eye movements in decision making (2013)Normalization is a general neural mechanism for context-dependent decision making (2013)Overrepresentation of extreme events in decision making reflects rational use of cognitive resources. (2017)Accounting for attention in sequential sampling models of decision making (2018)Fixation patterns in simple choice reflect optimal information sampling (2021)Modeling Imprecision in Perception, Valuation and ChoiceHumans integrate visual and haptic information in a statistically optimal fashion (2002)Optimal Predictions in Everyday Cognition (2006)Modeling Imprecision in Perception, Valuation, and Choice (2020)Uncertainty-based inference of a common cause for body ownership (2022)Cognitive Reflection and Decision Making (2005)Myopia and Discounting (2017)Efficient Coding and Risky Choice (2021)Understanding Social Preferences with Simple Tests (2002)Gaze bias differences capture individual choice behaviour (2019)Ownership, Learning, and Beliefs (2019)Systematic exploration and uncertainty dominate young children's choices (2020)Measuring utility by a single-response sequential method (1964)Implications of rational inattention (2003)A manifesto for reproducible science (2017)Promises and Perils of Experimentation: The Mutual-Internal-Validity Problem (2021)Relative visual saliency differences induce sizable bias in consumer choice (2011)The Attentional Drift-Diffusion Model Extends to Simple Purchasing Decisions (2012)Behavioral inattention (2018)
this work references cited by second hop

References

  • 2010Visual fixations and the computation and comparison of value in simple choice1,406 cited
  • 2011Multialternative drift-diffusion model predicts the relationship between visual fixations and choice in value-based decisions728 cited
  • 2008Biasing simple choices by manipulating relative visual attention420 cited
  • 2014Eye tracking and pupillometry are indicators of dissociable latent decision processes.289 cited
  • 2016Optimal policy for value-based decision-making210 cited
  • 2018Gaze Amplifies Value in Decision Making204 cited
  • 2018Speed, Accuracy, and the Optimal Timing of Choices197 cited
  • 2016Computational Precision of Mental Inference as Critical Source of Human Choice Suboptimality181 cited
  • 2020Value-based attention but not divisive normalization influences decisions with multiple alternatives177 cited
  • 2018Attention and choice across domains.121 cited
  • 2011The Drift Diffusion Model Can Account for the Accuracy and Reaction Time of Value-Based Choices Under High and Low Time Pressure120 cited
  • 2017Normalized value coding explains dynamic adaptation in the human valuation process118 cited
  • 2019Optimal policy for multi-alternative decisions102 cited

Cited by

  • 2021The elusiveness of context effects in decision making

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75 cited
  • 2021Trading mental effort for confidence in the metacognitive control of value-based decision-making65 cited
  • 2022Humans actively sample evidence to support prior beliefs33 cited
  • 2021An uncertainty-based model of the effects of fixation on choice32 cited
  • 2021Value certainty in drift-diffusion models of preferential choice.31 cited
  • 2021Humans actively sample evidence to support prior beliefs.26 cited
  • 2023Peripheral Visual Information Halves Attentional Choice Biases22 cited
  • 2022Multinomial Logit Processes and Preference Discovery: Inside and Outside the Black Box21 cited
  • 2019Fixation patterns in simple choice reflect optimal information sampling18 cited
  • 2022Gaze-dependent evidence accumulation predicts multi-alternative risky choice behaviour16 cited
  • 2022Evidence accumulates for individual attributes during value-based decisions.15 cited
  • 2025A timeline of cognitive costs in decision-making14 cited
  • 2023Complex economic decisions from simple neurocognitive processes: the role of interactive attention13 cited
  • 2022Stronger attentional biases can be linked to higher reward rate in preferential choice12 cited
  • 2024Information Search Within a Web Page: Modeling the Full Sequence of Eye Movement Decisions, Subjective Value Updating, and First Clicks10 cited
  • 2022Considering what we know and what we don't know: Expectations and confidence guide value integration in value-based decision-making10 cited