Reinforcement learning, fast and slow

M Botvinick, S Ritter, JX Wang, Z Kurth-Nelson… - Trends in cognitive …, 2019 - cell.com
Deep reinforcement learning (RL) methods have driven impressive advances in artificial
intelligence in recent years, exceeding human performance in domains ranging from Atari to …

Quantum cognition

EM Pothos, JR Busemeyer - Annual review of psychology, 2022 - annualreviews.org
Uncertainty is an intrinsic part of life; most events, affairs, and questions are uncertain. A key
problem in behavioral sciences is how the mind copes with uncertain information. Quantum …

Human-like systematic generalization through a meta-learning neural network

BM Lake, M Baroni - Nature, 2023 - nature.com
The power of human language and thought arises from systematic compositionality—the
algebraic ability to understand and produce novel combinations from known components …

Abstract representations emerge in human hippocampal neurons during inference

HS Courellis, J Minxha, AR Cardenas, DL Kimmel… - Nature, 2024 - nature.com
Humans have the remarkable cognitive capacity to rapidly adapt to changing environments.
Central to this capacity is the ability to form high-level, abstract representations that take …

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 …

Theory before the test: How to build high-verisimilitude explanatory theories in psychological science

I van Rooij, G Baggio - Perspectives on Psychological …, 2021 - journals.sagepub.com
Drawing on the philosophy of psychological explanation, we suggest that psychological
science, by focusing on effects, may lose sight of its primary explananda: psychological …

Nudging and boosting: Steering or empowering good decisions

R Hertwig, T Grüne-Yanoff - Perspectives on Psychological …, 2017 - journals.sagepub.com
In recent years, policy makers worldwide have begun to acknowledge the potential value of
insights from psychology and behavioral economics into how people make decisions. These …

Building machines that learn and think like people

BM Lake, TD Ullman, JB Tenenbaum… - Behavioral and brain …, 2017 - cambridge.org
Recent progress in artificial intelligence has renewed interest in building systems that learn
and think like people. Many advances have come from using deep neural networks trained …

Thinking through other minds: A variational approach to cognition and culture

SPL Veissière, A Constant, MJD Ramstead… - Behavioral and brain …, 2020 - cambridge.org
The processes underwriting the acquisition of culture remain unclear. How are shared
habits, norms, and expectations learned and maintained with precision and reliability across …

[書籍][B] Surfing uncertainty: Prediction, action, and the embodied mind

A Clark - 2015 - books.google.com
How is it that thoroughly physical material beings such as ourselves can think, dream, feel,
create and understand ideas, theories and concepts? How does mere matter give rise to all …