Adaptively navigating affordance landscapes: how interactions between the superior colliculus and thalamus coordinate complex, adaptive behaviour

JM Shine - Neuroscience & Biobehavioral Reviews, 2022 - Elsevier
The thalamus plays a crucial role in higher-order emergent functions of the brain, including
working memory, attention and conscious awareness. How this small subcortical structure …

Modelling continual learning in humans with Hebbian context gating and exponentially decaying task signals

T Flesch, DG Nagy, A Saxe… - PLoS computational …, 2023 - journals.plos.org
Humans can learn several tasks in succession with minimal mutual interference but perform
more poorly when trained on multiple tasks at once. The opposite is true for standard deep …

A transient high-dimensional geometry affords stable conjunctive subspaces for efficient action selection

A Kikumoto, A Bhandari, K Shibata, D Badre - Nature Communications, 2024 - nature.com
Flexible action selection requires cognitive control mechanisms capable of map** the
same inputs to different output actions depending on the context. From a neural state-space …

Investigating the intrinsic top-down dynamics of deep generative models

L Tausani, A Testolin, M Zorzi - Scientific Reports, 2025 - nature.com
Hierarchical generative models can produce data samples based on the statistical structure
of their training distribution. This capability can be linked to current theories in computational …

Hierarchy of prediction errors shapes the learning of context-dependent sensory representations

MC Tsai, J Teutsch, WAM Wybo, F Helmchen… - bioRxiv, 2024 - biorxiv.org
How sensory information is interpreted depends on context. Yet, how context shapes
sensory processing in the brain remains elusive. To investigate this question, we combined …

Instruction-induced modulation of the visual stream during gesture observation.

B Tomasino, C Canderan, RI Rumiati - Neuropsychologia, 2025 - Elsevier
Although gesture observation tasks are believed to invariably activate the action-observation
network (AON), we investigated whether the activation of different cognitive mechanisms …

An information-theoretic approach to reward rate optimization in the tradeoff between controlled and automatic processing in neural network architectures

G Petri, S Musslick, JD Cohen - bioRxiv, 2023 - biorxiv.org
This article introduces a quantitative approach to modeling the cost of control in a neural
network architecture when it is required to execute one or more simultaneous tasks, and its …

Novel verbal instructions recruit abstract neural patterns of time-variable information dimensionality

P Pena, AF Palenciano, C González-García, M Ruz - bioRxiv, 2024 - biorxiv.org
Human performance is endowed by neural representations of information that is relevant for
behavior, some of which are also activated in a preparatory fashion to optimize later …

[HTML][HTML] Computational investigations of learning and synchronization in cognitive control

P Huycke, E Lesage, CN Boehler, T Verguts - Journal of Cognition, 2022 - ncbi.nlm.nih.gov
Complex cognition requires binding together of stimulus, action, and other features, across
different time scales. Several implementations of such binding have been proposed in the …

Representation learning for continual task performance

T Flesch - 2022 - ora.ox.ac.uk
Humans have the remarkable ability to learn continually without forgetting, and adapt their
behaviour to changing situational demands. While previous work has focussed on …