EDM Megalab · Curated, not exhaustive
Reading room Search the collection or combine research keywords to find related articles.
01 Not yet presented
Hayden, Heilbronner & Yoo · 2026
Nature Neuroscience, 29, 267–278
Functional organization Neural representation Systems neuroscience
A provocative case for treating brain areas as one organizing principle among gradients, distributed networks, layers, columns, and patches—and for rethinking how neuroscience links structure to cognitive function.
Read paper ↗ 02 Not yet presented
Schurr, Reznik, Hillman, Bhui, et al. · 2024
Nature Human Behaviour, 8, 917–931
Measurement Computational phenotyping Individual differences
Repeated measurement reveals meaningful differences in parameter stability and systematic temporal change—a strong bridge across computational psychiatry, individual differences, and decision science.
Read paper ↗ 03 Not yet presented
Duffy, Bellgrove, Murphy, et al. · 2025
Nature Reviews Neuroscience, 26, 247–262
Decision variability Latent states Psychopathology
A shared vocabulary for latent states, evidence accumulation, neural dynamics, and psychiatric phenotypes.
Read paper ↗ 04 Not yet presented
Lee, Rouault & Wyart · 2025
Nature Mental Health, 3, 229–241
Psychopathology Reinforcement learning Choice variability
A clean computational-psychiatry example that separates variability in learning from variability in choice.
Read paper ↗ 05 Not yet presented
Bein & Niv · 2025
Nature Reviews Neuroscience, 26, 141–157
Reinforcement learning State representation Memory
An integrative treatment of schemas, latent states, reinforcement learning, memory, and medial prefrontal function.
Read paper ↗ 06 Not yet presented
Bromberg-Martin et al. · 2024
Nature Neuroscience, 27, 159–175
Value Information seeking Uncertainty
A cross-species account of information value, reward, uncertainty, exploration, and lateral habenula.
Read paper ↗ 07 Not yet presented
Multiple authors · 2024
Nature Neuroscience
Reinforcement learning Risk Value
An entry point into richer representations of outcome distributions, risk-sensitive behavior, and individual differences.
Read paper ↗ 08 Not yet presented
Sharp & Eldar · 2024
Nature Human Behaviour, 8, 1726–1737
Planning State representation Model-based cognition
A discussion starter for model-based cognition, representation, planning, and when different computational strategies are rational.
Read paper ↗ 09 Not yet presented
Rmus, Pan, Xia, et al. · 2024
PLOS Computational Biology, 20, e1012119
Model fitting Neural networks Parameter estimation
A practical anchor for neural model identification, parameter estimation, calibration, recovery, generalization, and failure modes.
Read paper ↗ 10 Not yet presented
Boelts, Lueckmann, Gao & Macke · 2023
eLife
Simulation-based inference Model fitting Decision-making
Directly relevant background for a hands-on neural and simulation-based inference workshop.
Read paper ↗ 11 Not yet presented
Tolley, Rodrigues, Gramfort & Jones · 2024
PLOS Computational Biology, 20, e1011108
Simulation-based inference Neural models Parameter estimation
Useful for diagnostics, identifiability, posterior uniqueness, and the broader logic of simulation-based inference.
Read paper ↗ 12 Not yet presented
Hong & Stauffer · 2023
Nature Neuroscience, 26, 850–857
Deliberation Computational complexity Effort
How formal properties of a decision problem shape effortful deliberation and behavior.
Read paper ↗ 13 Not yet presented
Holton, Grohn, Ward, et al. · 2024
Nature Human Behaviour, 8, 1351–1365
Attention Value fMRI
A neuroimaging-focused discussion of valuation, attention, and goal-directed behavior.
Read paper ↗ 14 Not yet presented
Ritz & Shenhav · 2024
Nature Human Behaviour, 8, 945–961
Cognitive control fMRI Representational geometry
Connects decision-making with control, representational geometry, and multivariate fMRI.
Read paper ↗ 15 Not yet presented
Allen, Brändle, et al. · 2024
Nature Human Behaviour
Methods Games Ecological validity
A perspective on richer tasks, ecological validity, large-scale behavioral data, and new experimental paradigms.
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