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Population-level temporal decoding and dynamical structure in frontostriatal circuits during decision making www.biorxiv.org/content/10.1...
6mo
Made an AI-curated primate ephys literature database covering ~10000 papers with recording brain regions and target functions. Maybe useful for something. okazawagouki.github.io/NHPLit/repor...
Excited to share our new review in Trends in Neuroscience with Gouki Okazawa @gouki-okazawa.bsky.social : "The 'neat' and 'messy' in task-dependent neural geometry and computation" where we reviewed what we know about the 'task-manager' in the brain. A thread 👇
The basal ganglia output is often framed as a motor gate: corticostriatal circuits select an action, then GPi/SNr-thalamus helps release it. In humans, we find this same pathway carries cognitive variables embedded in movement signals—and even produces learning-relevant signals after feedback. 1/10
Perceptual decisions unfold over time, requiring neural circuits to evaluate sensory evidence, track elapsed time, and commit to an action. To investigate how these computations are distributed across...
www.biorxiv.org
Population-level temporal decoding and dynamical structure in frontostriatal circuits during decision making
Task-similarity dependent reconfiguration of compositional modules and geometry in frontal cortex www.biorxiv.org/content/10.1...
New review with Cheng Xue at U Chicago @cxue.bsky.social in Trends [email protected]! We discuss the neural geometry of task-dependent computation: disentangled encoding, RNN modeling, switch cost, etc. www.cell.com/trends/neuro...
A mesoscale optogenetics system for precise and robust stimulation of the primate cortex www.cell.com/neuron/abstr...
19d
Final paper of my PhD 🤗 www.nature.com/articles/s44... There is growing interest in how cognitive control may improve value-based decision making. However, we find that a recent paper overestimated the role of control in their task, leading to erroneous interpretations of dACC recordings.
From the top of my head, here some recent ones: "Two views on the cognitive brain" by @johnwkrakauer.bsky.social, @dlbarack.bsky.social "Reconstructing computational system dynamics from neural data with recurrent neural networks" by @durstewitzlab.bsky.social et al 1/3
11d
3mo
The ‘neat’ and ‘messy’ in task-dependent neural geometry and computation by Cheng Xue @cxue.bsky.social & Gouki Okazawa @gouki-okazawa.bsky.social www.cell.com/trends/neuro...
5mo
Gouki Okazawa
12d
4mo
4mo
3mo
biorxiv.org
14d
Task rules critically shape how neural populations encode information and generalize across cognitive demands, yet the mechanisms linking rule structure, neural dynamics, and behavior remain poorly un...
www.biorxiv.org
Task-similarity dependent reconfiguration of compositional modules and geometry in frontal cortex
To solve diverse real-world tasks, the brain must flexibly switch between task rules and adjust computations. Recent advances in analyzing neural data and modeling neural networks have revealed their ...
www.cell.com
The ‘neat’ and ‘messy’ in task-dependent neural geometry and computation
A mesoscale optogenetics system for precise and robust stimulation of the primate cortex
Li et al. present a microLED-based mesoscale optogenetic system for centimeter-scale, million-pixel primate cortical stimulation. Optogenetically evoked saccades with accurate retinotopic organization...
www.cell.com
Gouki Okazawa
In a new computational analysis of previous work, this study shows that a control-free mechanism better accounts for value-based decisions than an account that assumes top-down control invigorating th...
www.nature.com
Misspecified models create the appearance of adaptive control during value-based choice - Communications Psychology
Cheng Xue
Dennis London
Gouki Okazawa
Gouki Okazawa
Gouki Okazawa
Harrison Ritz
Joao Barbosa
Trends in Neurosciences
I’m building a foundational reading list for our lab (systems & circuit neuroscience, compneuro, modeling, neuromodulators, population coding etc.). I’d like to crowdsource recommendations. Which review(s) would you consider mandatory reading for the next generation of researchers?