Resource-rational decision making

R Bhui, L Lai, SJ Gershman - Current Opinion in Behavioral Sciences, 2021 - Elsevier
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 …

From “sense of number” to “sense of magnitude”: The role of continuous magnitudes in numerical cognition

T Leibovich, N Katzin, M Harel… - Behavioral and Brain …, 2017 - cambridge.org
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 …

[LIBRO][B] Active inference: the free energy principle in mind, brain, and behavior

T Parr, G Pezzulo, KJ Friston - 2022 - books.google.com
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 …

Using large-scale experiments and machine learning to discover theories of human decision-making

JC Peterson, DD Bourgin, M Agrawal, D Reichman… - Science, 2021 - science.org
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 …

Fake news, fast and slow: Deliberation reduces belief in false (but not true) news headlines.

B Bago, DG Rand, G Pennycook - Journal of experimental …, 2020 - psycnet.apa.org
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 …

Resource-rational analysis: Understanding human cognition as the optimal use of limited computational resources

F Lieder, TL Griffiths - Behavioral and brain sciences, 2020 - cambridge.org
Modeling human cognition is challenging because there are infinitely many mechanisms
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) …

Cognitive uncertainty

B Enke, T Graeber - The Quarterly Journal of Economics, 2023 - academic.oup.com
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 …

Digital nudging: Altering user behavior in digital environments

T Mirsch, C Lehrer, R Jung - 2017 - aisel.aisnet.org
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 …

Reinforcement learning and episodic memory in humans and animals: an integrative framework

SJ Gershman, ND Daw - Annual review of psychology, 2017 - annualreviews.org
We review the psychology and neuroscience of reinforcement learning (RL), which has
experienced significant progress in the past two decades, enabled by the comprehensive …