Neural population activity in sensory cortex informs our perceptual interpretation of the environment. Oftentimes, this population activity will support multiple alternative interpretations. The larger the spread of probability over different alternatives, the more uncertain the selected perceptual interpretation. We test the hypothesis that the reliability of perceptual interpretations can be revealed through simple transformations of sensory population activity. We recorded V1 population activity in fixating macaques while presenting oriented stimuli under different levels of nuisance variability and signal strength. We developed a decoding procedure to infer from V1 activity the most likely stimulus orientation as well as the certainty of this estimate. Our analysis shows that response magnitude, response dispersion, and variability in response gain all offer useful proxies for orientation certainty. Of these three metrics, the last one has the strongest association with the decoder's uncertainty estimates. These results clarify that the nature of neural population activity in sensory cortex provides downstream circuits with multiple options to assess the reliability of perceptual interpretations.
机构:
Univ Western Ontario, Brain & Mind Inst, London, ON, Canada
Univ Western Ontario, Dept Psychol, London, ON, CanadaUniv Western Ontario, Brain & Mind Inst, London, ON, Canada
Sperandio, Irene
Chouinard, Philippe A.
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机构:
Univ Western Ontario, Brain & Mind Inst, London, ON, Canada
Univ Western Ontario, Dept Psychol, London, ON, CanadaUniv Western Ontario, Brain & Mind Inst, London, ON, Canada
Chouinard, Philippe A.
Goodale, Melvyn A.
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机构:
Univ Western Ontario, Brain & Mind Inst, London, ON, Canada
Univ Western Ontario, Dept Psychol, London, ON, CanadaUniv Western Ontario, Brain & Mind Inst, London, ON, Canada
机构:
NYU, Dept Psychol, 6 Washington Pl, New York, NY 10003 USA
NYU, Ctr Neural Sci, New York, NY 10003 USANYU, Dept Psychol, 6 Washington Pl, New York, NY 10003 USA
Heeger, David J.
Zemlianova, Klavdia O.
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NYU, Ctr Neural Sci, New York, NY 10003 USANYU, Dept Psychol, 6 Washington Pl, New York, NY 10003 USA
机构:Harvard Univ, Sch Med, Beth Israel Deaconess Med Ctr, Bereson Allen Ctr Noninvas Brain Stimulat,Dept Ne, Boston, MA 02215 USA
Camprodon, Joan A.
Zohary, Ehud
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Hebrew Univ Jerusalem, Jerusalem, IsraelHarvard Univ, Sch Med, Beth Israel Deaconess Med Ctr, Bereson Allen Ctr Noninvas Brain Stimulat,Dept Ne, Boston, MA 02215 USA
Zohary, Ehud
Brodbeck, Verena
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Univ Hosp Geneva, Geneva, Switzerland
Univ Med Sch, Geneva, SwitzerlandHarvard Univ, Sch Med, Beth Israel Deaconess Med Ctr, Bereson Allen Ctr Noninvas Brain Stimulat,Dept Ne, Boston, MA 02215 USA
Brodbeck, Verena
Pascual-Leone, Alvaro
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Harvard Univ, Sch Med, Beth Israel Deaconess Med Ctr, Bereson Allen Ctr Noninvas Brain Stimulat,Dept Ne, Boston, MA 02215 USAHarvard Univ, Sch Med, Beth Israel Deaconess Med Ctr, Bereson Allen Ctr Noninvas Brain Stimulat,Dept Ne, Boston, MA 02215 USA
机构:
Univ Calif Santa Barbara, Dept Comp Sci, Santa Barbara, CA 93117 USAUniv Calif Santa Barbara, Dept Comp Sci, Santa Barbara, CA 93117 USA
Xu, Aiwen
Hou, Yuchen
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Univ Calif Santa Barbara, Dept Comp Sci, Santa Barbara, CA 93117 USAUniv Calif Santa Barbara, Dept Comp Sci, Santa Barbara, CA 93117 USA
Hou, Yuchen
Niell, Cristopher M.
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机构:
Univ Oregon, Dept Biol, Inst Neurosci, Eugene, OR 97403 USAUniv Calif Santa Barbara, Dept Comp Sci, Santa Barbara, CA 93117 USA
Niell, Cristopher M.
Beyeler, Michael
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Univ Calif Santa Barbara, Dept Comp Sci, Santa Barbara, CA 93117 USA
Univ Calif Santa Barbara, Dept Psychol & Brain Sci, Santa Barbara, CA 93117 USAUniv Calif Santa Barbara, Dept Comp Sci, Santa Barbara, CA 93117 USA
Beyeler, Michael
ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 36 (NEURIPS 2023),
2023,
机构:
Howard Hughes Med Inst, Janelia Res Campus, Ashburn, VA 20147 USA
Univ Maryland, Dept Diagnost Radiol & Nucl Med, Baltimore, MD USAHoward Hughes Med Inst, Janelia Res Campus, Ashburn, VA 20147 USA
Liang, Yajie
Fan, Jiang Lan
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机构:
Univ Calif Berkeley, UCSF UC Berkeley Joint PhD Program Bioengn, Berkeley, CA 94720 USAHoward Hughes Med Inst, Janelia Res Campus, Ashburn, VA 20147 USA
Fan, Jiang Lan
Sun, Wenzhi
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机构:
Howard Hughes Med Inst, Janelia Res Campus, Ashburn, VA 20147 USA
ShanghaiTech Univ, iHuman Inst, Shanghai 201210, Peoples R China
Chinese Inst Brain Res, Beijing 102206, Peoples R ChinaHoward Hughes Med Inst, Janelia Res Campus, Ashburn, VA 20147 USA
Sun, Wenzhi
Lu, Rongwen
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机构:
Howard Hughes Med Inst, Janelia Res Campus, Ashburn, VA 20147 USA
NEI, NIH, Bethesda, MD 20892 USAHoward Hughes Med Inst, Janelia Res Campus, Ashburn, VA 20147 USA
Lu, Rongwen
Chen, Ming
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ShanghaiTech Univ, iHuman Inst, Shanghai 201210, Peoples R ChinaHoward Hughes Med Inst, Janelia Res Campus, Ashburn, VA 20147 USA
Chen, Ming
Ji, Na
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机构:
Howard Hughes Med Inst, Janelia Res Campus, Ashburn, VA 20147 USA
Univ Calif Berkeley, Helen Wills Neurosci Inst, Dept Phys, Dept Mol & Cell Biol, Berkeley, CA 94720 USAHoward Hughes Med Inst, Janelia Res Campus, Ashburn, VA 20147 USA