Computation through neural population dynamics

S Vyas, MD Golub, D Sussillo… - Annual review of …, 2020 - annualreviews.org
Significant experimental, computational, and theoretical work has identified rich structure
within the coordinated activity of interconnected neural populations. An emerging challenge …

Two views on the cognitive brain

DL Barack, JW Krakauer - Nature Reviews Neuroscience, 2021 - nature.com
Cognition can be defined as computation over meaningful representations in the brain to
produce adaptive behaviour. There are two views on the relationship between cognition and …

Long-term stability of cortical population dynamics underlying consistent behavior

JA Gallego, MG Perich, RH Chowdhury, SA Solla… - Nature …, 2020 - nature.com
Animals readily execute learned behaviors in a consistent manner over long periods of time,
and yet no equally stable neural correlate has been demonstrated. How does the cortex …

Cortical pattern generation during dexterous movement is input-driven

BA Sauerbrei, JZ Guo, JD Cohen, M Mischiati, W Guo… - Nature, 2020 - nature.com
The motor cortex controls skilled arm movement by sending temporal patterns of activity to
lower motor centres. Local cortical dynamics are thought to shape these patterns throughout …

Discrete attractor dynamics underlies persistent activity in the frontal cortex

HK Inagaki, L Fontolan, S Romani, K Svoboda - Nature, 2019 - nature.com
Short-term memories link events separated in time, such as past sensation and future
actions. Short-term memories are correlated with slow neural dynamics, including selective …

Improving performance of robots using human-inspired approaches: a survey

H Qiao, S Zhong, Z Chen, H Wang - Science China Information Sciences, 2022 - Springer
Realizing high performance of ordinary robots is one of the core problems in robotic
research. Improving the performance of ordinary robots usually relies on the collaborative …

Neural mechanisms of movement planning: motor cortex and beyond

K Svoboda, N Li - Current opinion in neurobiology, 2018 - Elsevier
Highlights•Preparatory activity is a neural correlate of motor planning.•Multiple brain areas
cooperate to maintain preparatory activity.•Preparatory activity sets network activity to an …

The importance of mixed selectivity in complex cognitive tasks

M Rigotti, O Barak, MR Warden, XJ Wang, ND Daw… - Nature, 2013 - nature.com
Single-neuron activity in the prefrontal cortex (PFC) is tuned to mixtures of multiple task-
related aspects. Such mixed selectivity is highly heterogeneous, seemingly disordered and …

[HTML][HTML] Hierarchical motor control in mammals and machines

J Merel, M Botvinick, G Wayne - Nature communications, 2019 - nature.com
Advances in artificial intelligence are stimulating interest in neuroscience. However, most
attention is given to discrete tasks with simple action spaces, such as board games and …

Reorganization between preparatory and movement population responses in motor cortex

GF Elsayed, AH Lara, MT Kaufman… - Nature …, 2016 - nature.com
Neural populations can change the computation they perform on very short timescales.
Although such flexibility is common, the underlying computational strategies at the …