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Exploration in the wild
16 references·0 citing·43 second hop
Exploration in the wild (2018)Exploration in the wildIt’s new, but is it good? How generalization and uncertainty guide the exploration of novel options. (2020)It’s new, but is it good? How…Uncertainty and exploration. (2018)Uncertainty and exploration.Generalization guides human exploration in vast decision spaces (2018)Generalization guides human e…Finding structure in multi-armed bandits (2018)Finding structure in multi-ar…Putting bandits into context: How function learning supports decision making. (2017)Putting bandits into context:…Learning the value of information and reward over time when solving exploration-exploitation problems (2017)Learning the value of informa…It’s new, but is it good? How generalization and uncertainty guide the exploration of novel options (2017)It’s new, but is it good? How…Coherency-maximizing exploration in the supermarket (2017)Coherency-maximizing explorat…Unpacking the exploration–exploitation tradeoff: A synthesis of human and animal literatures. (2015)Unpacking the exploration–exp…Uncertainty and Exploration in a Restless Bandit Problem (2015)Uncertainty and Exploration i…Humans use directed and random exploration to solve the explore–exploit dilemma. (2014)Humans use directed and rando…The Nature of Belief-Directed Exploratory Choice in Human Decision-Making (2012)The Nature of Belief-Directed…Information-Theoretic Regret Bounds for Gaussian Process Optimization in the Bandit Setting (2012)Information-Theoretic Regret …Should I stay or should I go? How the human brain manages the trade-off between exploitation and exploration (2008)Should I stay or should I go?…Using confidence bounds for exploitation-exploration trade-offs (2003)Using confidence bounds for e…Multi-Armed Bandits and the Gittins Index (1980)Multi-Armed Bandits and the G…Bandit Processes and Dynamic Allocation Indices (1979)Extensions of the multiarmed bandit problem: The discounted case (1985)The Multi-Armed Bandit Problem: Decomposition and Computation (1987)KULLBACK-LEIBLER UPPER CONFIDENCE BOUNDS FOR OPTIMAL SEQUENTIAL ALLOCATION (2013)The myopia of learning (1993)Conflict monitoring in dual process theories of thinking (2007)Learning, risk attitude and hot stoves in restless bandit problems (2008)Self-Directed Learning (2012)Tulsa 1000: a naturalistic study protocol for multilevel assessment and outcome prediction in a large psychiatric sample (2018)Risk, Ambiguity, and the Savage Axioms (1961)Individual Choice Behavior (1962)Recent developments in modeling preferences: Uncertainty and ambiguity (1992)The Psychology and Neuroscience of Curiosity (2015)Childhood as a solution to explore–exploit tensions (2020)A reward-learning framework of knowledge acquisition: An integrated account of curiosity, interest, and intrinsic–extrinsic rewards. (2022)Advances in prospect theory: Cumulative representation of uncertainty (1992)Predicting How People Play Games: Reinforcement Learning in Experimental Games with Unique, Mixed Strategy Equilibria (1998)The seductive lure of curiosity: information as a motivationally salient reward (2020)Development of directed and random exploration in children (2021)Some aspects of the sequential design of experiments (1952)Improved Algorithms for Linear Stochastic Bandits (2011)Introduction to Multi-Armed Bandits (2019)Bandit Algorithms (2020)Status quo bias in decision making (1988)Exploration and Exploitation in Organizational Learning (1991)A Theory of Cognitive Dissonance (2017)The science of science: From the perspective of complex systems (2017)Searching for Rewards Like a Child Means Less Generalization and More Directed Exploration (2019)Balancing exploration and exploitation with information and randomization (2020)On a Measure of the Information Provided by an Experiment (1956)Toward a Universal Law of Generalization for Psychological Science (1987)Intuitive experimentation in the physical world (2018)Conditional logit analysis of qualitative choice behavior (1972)Attention, similarity, and the identification-categorization relationship. (1986)Patterns of choice adaptation in dynamic risky environments (2020)An empirical evaluation of active inference in multi-armed bandits (2021)Finite-time Analysis of the Multiarmed Bandit Problem (2002)A Tutorial on Bayesian Optimization of Expensive Cost Functions, with Application to Active User Modeling and Hierarchical Reinforcement Learning (2010)Regret Analysis of Stochastic and Nonstochastic Multi-armed Bandit Problems (2012)Decision field theory: A dynamic-cognitive approach to decision making in an uncertain environment. (1993)When Is More Uncertainty Better? A Model of Uncertainty Regulation and Effectiveness (2020)Children are more exploratory and learn more than adults in an approach-avoid task (2021)Using games to understand the mind (2024)
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References

  • 2012Information-Theoretic Regret Bounds for Gaussian Process Optimization in the Bandit Setting2,098 cited
  • 2003Using confidence bounds for exploitation-exploration trade-offs1,189 cited
  • 2014Humans use directed and random exploration to solve the explore–exploit dilemma.578 cited
  • 1980Multi-Armed Bandits and the Gittins Index515 cited
  • 2015Unpacking the exploration–exploitation tradeoff: A synthesis of human and animal literatures.384 cited
  • 2018Generalization guides human exploration in vast decision spaces242 cited
  • 2015Uncertainty and Exploration in a Restless Bandit Problem179 cited
  • 2018Uncertainty and exploration.146 cited
  • 2017Putting bandits into context: How function learning supports decision making.74 cited
  • 2012The Nature of Belief-Directed Exploratory Choice in Human Decision-Making73 cited
  • 2017Learning the value of information and reward over time when solving exploration-exploitation problems67 cited
  • 2008Should I stay or should I go? How the human brain manages the trade-off between exploitation and exploration66 cited
  • 2018Finding structure in multi-armed bandits59 cited
  • 2017Coherency-maximizing exploration in the supermarket53 cited
  • 2020It’s new, but is it good? How generalization and uncertainty guide the exploration of novel options.

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51 cited
  • 2017It’s new, but is it good? How generalization and uncertainty guide the exploration of novel options2 cited
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