ArticleNature2026
Building compositional tasks with shared neural subspaces.
Article in Nature, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 21 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
21 citing papers in PubMed.
- Reusable modular architecture enables flexible cognitive operations in the mouse brain and artificial recurrent networks.Nature neuroscience · 2026Article
- The compositionality continuum as a principle for studying the neural basis of intelligence.Nature neuroscience · 2026Review
- Triple-N dataset: large-scale fMRI-guided dense recordings of nonhuman primate neural responses to natural scenes.Nature neuroscience · 2026Article
- Sparse component analysis: A method that uncovers separable computations within neural population activity.Neuron · 2026Article
- The human language processing system straightens natural speech.bioRxiv : the preprint server for biology · 2026Article
- Compositionality of social gaze in the prefrontal-amygdala circuits.Nature communications · 2026Article
- Article
- A neural mechanism for online discovery of latent contexts.bioRxiv : the preprint server for biology · 2026Article
- Functional bipartition of medial prefrontal cortex into salience detection and movement gain.bioRxiv : the preprint server for biology · 2026Article
- Composing cognition via neural subspaces.Nature reviews. Neuroscience · 2026Article
- Article
- Neural representation of action symbols in primate frontal cortex.bioRxiv : the preprint server for biology · 2025Article
- Flexible Use of Limited Resources for Sequence Working Memory in Macaque Prefrontal Cortex.Nature communications · 2025Article
- Reusable modular architecture enables flexible cognitive operations.Research square · 2025Article
- Practice reshapes the geometry and dynamics of task-tailored representations.Cerebral cortex (New York, N.Y. : 1991) · 2025Article
- Compositional architecture: Orthogonal neural codes for task context and spatial memory in prefrontal cortex.bioRxiv : the preprint server for biology · 2025Article
- Article
- Cognitive Control.Annual review of psychology · 2025Review
- Article
- A cellular basis for mapping behavioural structure.Nature · 2024Article
Corrections and comments
- Update of
Authors and funding
8 authors.
Funding
Abstract
Cognition is highly flexible-we perform many different tasks
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.