Category: Decision Intelligence
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Robust Decision-Making Via Free Energy Minimization
“Robust Decision-Making Via Free Energy Minimization” html, pdf, video, Nature Communications Despite their groundbreaking performance, state-of-the-art autonomous agents can misbehave when training and environmental conditions become inconsistent, with minor mismatches leading to undesirable behaviors or even catastrophic failures. Robustness towards these training/environment ambiguities is a core requirement for intelligent agents and its fulfillment is a…
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Exploration and Exploitation & Coping Strategy
“Transition Dynamics Between Exploration and Exploitation Predicts Individual Differences in Coping Strategy” Adaptive decision-making requires balancing exploitation of known rewarding options with exploration of uncertain alternatives, a dilemma also known as the exploration-exploitation tradeoff. While this framework has been widely studied in reinforcement learning research, its relevance to coping, defined as the cognitive and behavioral…
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Narcissism: Blunted Error-Related Brain Activity
“Narcissism Is Associated With Blunted Error-Related Brain Activity” Narcissism is associated with self-enhancement and social antagonism, yet its neural underpinnings, particularly in error processing, remain underexplored. Competing theoretical models, such as the mask model and the metacognitive model, offer conflicting hypotheses regarding how narcissism influences early neural responses to errors. We examine whether grandiose agentic…
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Active information sampling in health and disease
“Active information sampling in health and disease” Active information gathering is a fundamental cognitive process that enables organisms to navigate uncertainty and make adaptive decisions. This review has synthesised current knowledge on the behavioural, neural, and computational mechanisms underlying information sampling across health and disease. Several key themes have emerged from this analysis. Firstly, information…
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Was I fooled or wasn’t I?
“What Is the Name of This Book?-The Riddle of Dracula and Other Logical Puzzles, by Raymond M. Smullyan” My introduction to logic was at the age of six. It happened this way: On April 1, 1925, I was sick in bed with grippe, or f lu, or something. In the morning my brother Emile (ten…
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Intuitive insight: Fast associative processes drive sound creative thinking
“Intuitive insight: Fast associative processes drive sound creative thinking” Convergent thinking, the ability to find a single optimal solution to a well-defined problem, is considered a core component of creativity, and is often assumed to rely on controlled, deliberative processes. We tested this assumption using the Compound Remote Associates (CRA) test, where participants have to…
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Explore 2025 with Leif Penguinson
“Explore 2025 with Leif Penguinson” Around the world in 48 penguin puzzles! Can you spot the penguin in every game this year? For five years now, Briefing readers have eagerly awaited Fridays for a chance to put their penguin-hunting skills to the test. Each week, Leif Penguinson, a Rockhopper penguin, travels to scientifically interesting (and…
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Statistics is not measurement
“Statistics is not measurement: The inbuilt semantics of psychometric scales and language-based models obscures crucial epistemic differences” This article provides a comprehensive critique of psychology’s overreliance on statistical modelling at the expense of epistemologically grounded measurement processes. It highlights that statistics deals with structural relations in data regardless of what these data represent, whereas measurement…
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The ‘made-up mind’.
“The ‘made-up mind’. Deriving new hypotheses on delusions from general psychological models of belief maintenance” Highlights Contemporary definitions of delusions highlight their resistance to conflicting evidence as the core feature, but there has been little progress in understanding why even explicit confrontation with contradicting evidence seldom leads to belief revision. This review aims to generate…
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Social networks affect redistribution decisions and polarization
“Social networks affect redistribution decisions and polarization” “Whom you observe in your daily life alters your willingness to tax the rich” Recent research suggests that the visibility of extreme wealth within a person’s social circle drives their support for economic redistribution but simultaneously fosters political polarization and personal dissatisfaction. A study published in PNAS Nexus combines computational…
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Stubborn Goals: the adaptive value
“The adaptive value of stubborn goals” Humans exhibit a striking tendency to persist with chosen goals. This strong attachment to goals can often appear irrational – a perspective captured by terms such as perseverance or sunk-cost biases. In this review, we explore how goal commitment could stem from several adaptive mechanisms, including those that optimise…
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Decisions: Studying and Supporting
“Decisions: Studying and Supporting People Facing Hard Choices“ A lively, authoritative insider’s account of how we make decisions and how decision-making research has developed over the last half century. Decisions describes the evolution of decision science (also called behavioral decision research and related to behavioral economics) through its application to challenging personal and public policy decisions,…
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Fast, slow, & metacognitive
“Fast, slow, and metacognitive thinking in AI” Inspired by the ”thinking fast and slow” cognitive theory of human decision making, we propose a multi-agent cognitive architecture (SOFAI) that is based on ”fast”/”slow” solvers and a metacognitive module. We then present experimental results on the behavior of an instance of this architecture for AI systems that…
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Critical Thinking for Medicine—Moving Beyond Illness Scripts
“Critical Thinking for 21st-CenturyMedicine—Moving Beyond Illness Scripts” Clinical Reasoning for 21st-Century Medicine: Optimal clinical reasoning will involve an appropriate balance betweenillness scripts and pathophysiological reasoning. In our view, medical education has historically overemphasized the former—to which learners are predisposed even without explicit teaching— and underemphasized the latter. The risks of this historical approach will become…
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Known and Unknown Biases
“Known and Unknown Biases: A Framework for Contextualising and Identifying Bias in Animal Behaviour Research“ (This article discusses the bias in animal behaviour research, but – as known to most readers, I hope – humanes too are members of the animal kingdom 🙂 Biases in animal behaviour research are inevitable consequences of our societal and…
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A Model of Creative Thinking
“Adaptive Decision-Making “Fast” and “Slow”: A Model of Creative Thinking” The late Daniel Kahneman introduced the concept of fast and slow thinking, representing two distinct cognitive systems involved in decision-making (DM). Fast thinking (System 1) operates intuitively and spontaneously. In contrast, slow thinking (System 2) is characterized by deliberation and analytical reasoning. Following Kahneman’s view, called the…
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Responsible Modeling
Responsible modelling and the ethics of mathematics for decision support Mathematical models are used to inform decisions across many sectors including climate change, finance, and epidemics. But models are not perfect representations of the real world – they are partial, uncertain and often biased. What, then, does responsible modelling look like? And how can we…
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De Wilde Ziel
De Wilde Ziel – Leven met de natuur als leraar: herontdek je wilde kant.Craig Foster, 2025 (origilele titel: “Amphibious Soul”) We zaten op een rots en ik vertelde Tom verhalen over mijn jeugd, over onze houten bungalow en over de nacht van de grote overstroming. Ik vertelde hem over het flesje met brieven en buitenlands…
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misguidedly radical ideas?
“Is bad philosophy holding back physics?“ Carlo Rovelli states:“My hunch is that it is at least partly because physicists are bad philosophers. Scientists’ opinions, whether they realize it or not (and whether they like it or not), are imbued with philosophy. And many of my colleagues — especially those who argue that philosophy is irrelevant…
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