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Moderate confirmation bias enhances collective decision-making in reinforcement-learning agents
8 references·0 citing·40 second hop
Moderate confirmation bias enhances collective decision-making in reinforcement-learning agents (2023)Moderate confirmation bias enhances colle…The computational roots of positivity and confirmation biases in reinforcement learning (2022)The computational roots of po…Confirmation bias optimizes reward learning (2021)Confirmation bias optimizes r…Wise or mad crowds? The cognitive mechanisms underlying information cascades (2020)Wise or mad crowds? The cogni…Information about action outcomes differentially affects learning from self-determined versus imposed choices (2020)Information about action outc…Impaired adaptation of learning to contingency volatility in internalizing psychopathology (2020)Impaired adaptation of learni…Flexible combination of reward information across primates (2019)Flexible combination of rewar…Does social media increase racist behavior? An examination of confirmation bias theory (2018)Does social media increase ra…The Enigma of Reason (2017)The Enigma of ReasonJudgment under Uncertainty: Heuristics and Biases (1974)Judgment under Uncertainty: Heuristics and Biases (1975)A primer on partial least squares structural equation modeling (PLS-SEM) (2015)A Systematic Review of Worldwide Causal and Correlational Evidence on Digital Media and Democracy (2021)Bursting filter bubbles in a digital age: Opening minds and reducing opinion polarization through digital platforms (2022)Navigating sentiment dynamics in social media: The role of information characteristics in promoting green consumption across multiple domains (2025)On the psychology of prediction. (1973)Humans integrate visual and haptic information in a statistically optimal fashion (2002)Time Discounting and Time Preference: A Critical Review (2002)Macaques are risk-averse in a freely moving foraging task (2019)The description–experience gap: a challenge for the neuroeconomics of decision-making under uncertainty (2021)Choice-confirmation bias and gradual perseveration in human reinforcement learning. (2022)The spread of true and false news online (2018)Building Global Societies on Collective Intelligence: Challenges and Opportunities (2021)Social influence in adolescence as a double-edged sword (2022)A Cognitive Computational Approach to Social and Collective Decision-Making (2023)Learned helplessness in humans: Critique and reformulation. (1978)Confirmation Bias: A Ubiquitous Phenomenon in Many Guises (1998)Perceived Behavioral Control, Self‐Efficacy, Locus of Control, and the Theory of Planned Behavior 1 (2002)Deciding Fast and Slow: The Role of Cognitive Biases in AI-assisted Decision-making (2022)Why and When Beliefs Change (2022)An Inventory for Measuring Depression (1961)Manual for the State-Trait Anxiety Inventory (1970)The CES-D Scale (1977)Identifying Transdiagnostic Mechanisms in Mental Health Using Computational Factor Modeling (2022)Visualization and bibliometric analysis on the research of financial well-being (2022)Humans adapt rationally to approximate estimates of uncertainty (2025)Biased assimilation and attitude polarization: The effects of prior theories on subsequently considered evidence. (1979)Motivated Skepticism in the Evaluation of Political Beliefs (2006)Moderate confirmation bias enhances decision-making in groups of reinforcement-learning agents (2024)Risk preference as an outcome of evolutionarily adaptive learning mechanisms: An evolutionary simulation under diverse risky environments (2024)Evolving choice hysteresis in reinforcement learning: Comparing the adaptive value of positivity bias and gradual perseveration (2025)Prospect Theory: An Analysis of Decision under Risk (1979)Anomalies: The Endowment Effect, Loss Aversion, and Status Quo Bias (1991)Examinations of Biases by Model Misspecification and Parameter Reliability of Reinforcement Learning Models (2023)Inferences about interdependence shape cooperation (2023)A critique of motivation constructs to explain higher-order behavior: We should unpack the black box (2024)Logic, Fast and Slow: Advances in Dual-Process Theorizing (2019)Mentalizing, Epistemic Trust and the Phenomenology of Psychotherapy (2019)Reconceptualizing nature‐of‐science education in the age of social media (2020)
this work references cited by second hop

References

  • 2017The Enigma of Reason680 cited
  • 2022The computational roots of positivity and confirmation biases in reinforcement learning128 cited
  • 2020Impaired adaptation of learning to contingency volatility in internalizing psychopathology116 cited
  • 2019Flexible combination of reward information across primates111 cited
  • 2020Wise or mad crowds? The cognitive mechanisms underlying information cascades102 cited
  • 2020Information about action outcomes differentially affects learning from self-determined versus imposed choices93 cited
  • 2018Does social media increase racist behavior? An examination of confirmation bias theory44 cited
  • 2021Confirmation bias optimizes reward learning22 cited

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