RT Journal Article
SR Electronic
T1 Targeted comodulation supports flexible and accurate decoding in V1
JF bioRxiv
FD Cold Spring Harbor Laboratory
SP 2021.02.23.432351
DO 10.1101/2021.02.23.432351
A1 Caroline Haimerl
A1 Douglas A. Ruff
A1 Marlene R. Cohen
A1 Cristina Savin
A1 Eero P. Simoncelli
YR 2021
UL http://biorxiv.org/content/early/2021/02/23/2021.02.23.432351.abstract
AB Sensory-guided behavior requires reliable encoding of stimulus information in neural responses, and task-specific decoding through selective combination of these responses. The former has been the topic of intensive study, but the latter remains largely a mystery. We propose a framework in which shared stochastic modulation of task-informative neurons serves as a label to facilitate downstream decoding. Theoretical analysis and computational simulations demonstrate that a decoder that exploits such a signal can achieve flexible and accurate readout. Using this theoretical framework, we analyze behavioral and physiological data obtained from monkeys performing a visual orientation discrimination task. The responses of recorded V1 neurons exhibit strongly correlated modulation. This modulation is stronger in those neurons that are most informative for the behavioral task and it is substantially reduced in a control condition where recorded neurons are uninformative. We demonstrate that this modulator label can be used to improve downstream decoding within a small number of training trials, consistent with observed behavior. Finally, we find that the trial-by-trial modulatory signal estimated from V1 populations is also present in the activity of simultaneously recorded MT units, and preferentially so if they are task-informative, supporting the hypothesis that it serves as a label for the selection and decoding of relevant downstream neurons.Competing Interest StatementThe authors have declared no competing interest.