Resource-rational decision making
Across many domains of decision making, people seem both rational and irrational. We
review recent work that aims to reconcile these apparently contradictory views by modeling …
review recent work that aims to reconcile these apparently contradictory views by modeling …
From “sense of number” to “sense of magnitude”: The role of continuous magnitudes in numerical cognition
In this review, we are pitting two theories against each other: the more accepted theory, the
number sense theory, suggesting that a sense of number is innate and non-symbolic …
number sense theory, suggesting that a sense of number is innate and non-symbolic …
[LIBRO][B] Active inference: the free energy principle in mind, brain, and behavior
The first comprehensive treatment of active inference, an integrative perspective on brain,
cognition, and behavior used across multiple disciplines. Active inference is a way of …
cognition, and behavior used across multiple disciplines. Active inference is a way of …
Using large-scale experiments and machine learning to discover theories of human decision-making
Predicting and understanding how people make decisions has been a long-standing goal in
many fields, with quantitative models of human decision-making informing research in both …
many fields, with quantitative models of human decision-making informing research in both …
Fake news, fast and slow: Deliberation reduces belief in false (but not true) news headlines.
What role does deliberation play in susceptibility to political misinformation and “fake news”?
The Motivated System 2 Reasoning (MS2R) account posits that deliberation causes people …
The Motivated System 2 Reasoning (MS2R) account posits that deliberation causes people …
Resource-rational analysis: Understanding human cognition as the optimal use of limited computational resources
Modeling human cognition is challenging because there are infinitely many mechanisms
that can generate any given observation. Some researchers address this by constraining the …
that can generate any given observation. Some researchers address this by constraining the …
Decisions under risk are decisions under complexity
R Oprea - American Economic Review, 2024 - aeaweb.org
We provide evidence that classic lottery anomalies like probability weighting and loss
aversion are not special phenomena of risk. They also arise (and often with equal strength) …
aversion are not special phenomena of risk. They also arise (and often with equal strength) …
Cognitive uncertainty
This article documents the economic relevance of measuring cognitive uncertainty: people's
subjective uncertainty over their ex ante utility-maximizing decision. In a series of …
subjective uncertainty over their ex ante utility-maximizing decision. In a series of …
Digital nudging: Altering user behavior in digital environments
Individuals make increasingly more decisions on screens, such as those on websites or
mobile apps. However, the nature of screens and the vast amount of information available …
mobile apps. However, the nature of screens and the vast amount of information available …
Reinforcement learning and episodic memory in humans and animals: an integrative framework
We review the psychology and neuroscience of reinforcement learning (RL), which has
experienced significant progress in the past two decades, enabled by the comprehensive …
experienced significant progress in the past two decades, enabled by the comprehensive …