Structuring knowledge with cognitive maps and cognitive graphs

M Peer, IK Brunec, NS Newcombe… - Trends in cognitive …, 2021 - cell.com
Humans and animals use mental representations of the spatial structure of the world to
navigate. The classical view is that these representations take the form of Euclidean …

The versatile wayfinder: prefrontal contributions to spatial navigation

EZ Patai, HJ Spiers - Trends in cognitive sciences, 2021 - cell.com
The prefrontal cortex (PFC) supports decision-making, goal tracking, and planning. Spatial
navigation is a behavior that taxes these cognitive processes, yet the role of the PFC in …

[HTML][HTML] Predictive maps in rats and humans for spatial navigation

W De Cothi, N Nyberg, EM Griesbauer, C Ghanamé… - Current Biology, 2022 - cell.com
Much of our understanding of navigation comes from the study of individual species, often
with specific tasks tailored to those species. Here, we provide a novel experimental and …

[HTML][HTML] Goal-oriented and habitual decisions: Neural signatures of model-based and model-free learning

Y Huang, ZA Yaple, R Yu - NeuroImage, 2020 - Elsevier
Human decision-making is mainly driven by two fundamental learning processes: a slow,
deliberative, goal-directed model-based process that maps out the potential outcomes of all …

[HTML][HTML] The neuroscience of spatial navigation and the relationship to artificial intelligence

E Bermudez-Contreras, BJ Clark… - Frontiers in Computational …, 2020 - frontiersin.org
Recent advances in artificial intelligence (AI) and neuroscience are impressive. In AI, this
includes the development of computer programs that can beat a grandmaster at GO or …

A comparison of reinforcement learning models of human spatial navigation

Q He, JL Liu, L Eschapasse, EH Beveridge… - Scientific Reports, 2022 - nature.com
Reinforcement learning (RL) models have been influential in characterizing human learning
and decision making, but few studies apply them to characterizing human spatial navigation …

Striatal and hippocampal contributions to flexible navigation in rats and humans

CJ Gahnstrom, HJ Spiers - Brain and Neuroscience …, 2020 - journals.sagepub.com
The hippocampus has been firmly established as playing a crucial role in flexible navigation.
Recent evidence suggests that dorsal striatum may also play an important role in such goal …

[HTML][HTML] Brain signals of a surprise-actor-critic model: Evidence for multiple learning modules in human decision making

V Liakoni, MP Lehmann, A Modirshanechi, J Brea… - NeuroImage, 2022 - Elsevier
Learning how to reach a reward over long series of actions is a remarkable capability of
humans, and potentially guided by multiple parallel learning modules. Current brain imaging …

Explainable AI: a Neurally-inspired decision stack framework

MS Khan, M Nayebpour, MH Li, H El-Amine, N Koizumi… - Biomimetics, 2022 - mdpi.com
European law now requires AI to be explainable in the context of adverse decisions affecting
the European Union (EU) citizens. At the same time, we expect increasing instances of AI …

Effects of acute stress on rigid learning, flexible learning, and value-based decision-making in spatial navigation

Q He, EH Beveridge, V Vargas, A Salen… - Psychological …, 2023 - journals.sagepub.com
The current study investigated how stress affects value-based decision-making during
spatial navigation and different types of learning underlying decisions. Eighty-two adult …