المؤلفون: Nathan C. L. Kong (11919978), Eshed Margalit (11919981), Justin L. Gardner (8538303), Anthony M. Norcia (8555189)

مصطلحات موضوعية: Cell Biology, Neuroscience, Physiology, Biotechnology, Ecology, Environmental Sciences not elsewhere classified, Biological Sciences not elsewhere classified, Mathematical Sciences not elsewhere classified, Information Systems not elsewhere classified, ventral visual stream, spatial frequency tuning, spatial frequency preference, power law exponents, power law exponent, lower spatial frequencies, one would indicate, fine stimulus features, decay slightly faster, macaque v1 cells, +task%22">xlink "> task, show striking similarities, quantitatively better models, predictivity , make incorrect predictions, imperceptible image perturbations, macaque v1 eigenspectrum, image perturbations, slow decay, least one, extract features

Relation: https://figshare.com/articles/journal_contribution/Additional_details_on_adversarial_training_/18053040

الاتاحة: https://doi.org/10.1371/journal.pcbi.1009739.s009

المؤلفون: Nathan C. L. Kong (11919978), Eshed Margalit (11919981), Justin L. Gardner (8538303), Anthony M. Norcia (8555189)

مصطلحات موضوعية: Cell Biology, Neuroscience, Physiology, Biotechnology, Ecology, Environmental Sciences not elsewhere classified, Biological Sciences not elsewhere classified, Mathematical Sciences not elsewhere classified, Information Systems not elsewhere classified, ventral visual stream, spatial frequency tuning, spatial frequency preference, power law exponents, power law exponent, lower spatial frequencies, one would indicate, fine stimulus features, decay slightly faster, macaque v1 cells, +task%22">xlink "> task, show striking similarities, quantitatively better models, predictivity , make incorrect predictions, imperceptible image perturbations, macaque v1 eigenspectrum, image perturbations, slow decay, least one, extract features

Relation: https://figshare.com/articles/journal_contribution/Model_performance_on_ImageNet_and_V1_neural_predictivity_/18053037

الاتاحة: https://doi.org/10.1371/journal.pcbi.1009739.s008

المؤلفون: Nathan C. L. Kong (11919978), Eshed Margalit (11919981), Justin L. Gardner (8538303), Anthony M. Norcia (8555189)

مصطلحات موضوعية: Cell Biology, Neuroscience, Physiology, Biotechnology, Ecology, Environmental Sciences not elsewhere classified, Biological Sciences not elsewhere classified, Mathematical Sciences not elsewhere classified, Information Systems not elsewhere classified, ventral visual stream, spatial frequency tuning, spatial frequency preference, power law exponents, power law exponent, lower spatial frequencies, one would indicate, fine stimulus features, decay slightly faster, macaque v1 cells, +task%22">xlink "> task, show striking similarities, quantitatively better models, predictivity , make incorrect predictions, imperceptible image perturbations, macaque v1 eigenspectrum, image perturbations, slow decay, least one, extract features

Relation: https://figshare.com/articles/figure/Relationships_between_adversarial_accuracy_V1_spatial_frequency_score_and_V1_neural_predictivity_/18053019

الاتاحة: https://doi.org/10.1371/journal.pcbi.1009739.s002

المؤلفون: Nathan C. L. Kong (11919978), Eshed Margalit (11919981), Justin L. Gardner (8538303), Anthony M. Norcia (8555189)

مصطلحات موضوعية: Cell Biology, Neuroscience, Physiology, Biotechnology, Ecology, Environmental Sciences not elsewhere classified, Biological Sciences not elsewhere classified, Mathematical Sciences not elsewhere classified, Information Systems not elsewhere classified, ventral visual stream, spatial frequency tuning, spatial frequency preference, power law exponents, power law exponent, lower spatial frequencies, one would indicate, fine stimulus features, decay slightly faster, macaque v1 cells, +task%22">xlink "> task, show striking similarities, quantitatively better models, predictivity , make incorrect predictions, imperceptible image perturbations, macaque v1 eigenspectrum, image perturbations, slow decay, least one, extract features

Relation: https://figshare.com/articles/figure/Eigenspectra_and_power_law_exponents_as_a_function_of_the_fraction_of_stimuli_used_in_the_macaque_V1_neural_response_dataset_/18053028

الاتاحة: https://doi.org/10.1371/journal.pcbi.1009739.s005

المؤلفون: Nathan C. L. Kong (11919978), Eshed Margalit (11919981), Justin L. Gardner (8538303), Anthony M. Norcia (8555189)

مصطلحات موضوعية: Cell Biology, Neuroscience, Physiology, Biotechnology, Ecology, Environmental Sciences not elsewhere classified, Biological Sciences not elsewhere classified, Mathematical Sciences not elsewhere classified, Information Systems not elsewhere classified, ventral visual stream, spatial frequency tuning, spatial frequency preference, power law exponents, power law exponent, lower spatial frequencies, one would indicate, fine stimulus features, decay slightly faster, macaque v1 cells, +task%22">xlink "> task, show striking similarities, quantitatively better models, predictivity , make incorrect predictions, imperceptible image perturbations, macaque v1 eigenspectrum, image perturbations, slow decay, least one, extract features

Relation: https://figshare.com/articles/figure/Relationships_between_adversarial_accuracy_V1_neural_predictivity_and_power_law_exponent_/18053016

الاتاحة: https://doi.org/10.1371/journal.pcbi.1009739.s001

المؤلفون: Nathan C. L. Kong (11919978), Eshed Margalit (11919981), Justin L. Gardner (8538303), Anthony M. Norcia (8555189)

مصطلحات موضوعية: Cell Biology, Neuroscience, Physiology, Biotechnology, Ecology, Environmental Sciences not elsewhere classified, Biological Sciences not elsewhere classified, Mathematical Sciences not elsewhere classified, Information Systems not elsewhere classified, ventral visual stream, spatial frequency tuning, spatial frequency preference, power law exponents, power law exponent, lower spatial frequencies, one would indicate, fine stimulus features, decay slightly faster, macaque v1 cells, +task%22">xlink "> task, show striking similarities, quantitatively better models, predictivity , make incorrect predictions, imperceptible image perturbations, macaque v1 eigenspectrum, image perturbations, slow decay, least one, extract features

Relation: https://figshare.com/articles/figure/Varying_the_image_resolution_does_not_change_the_relationship_between_the_power_law_exponents_of_robust_and_non-robust_models_/18053034

الاتاحة: https://doi.org/10.1371/journal.pcbi.1009739.s007

المؤلفون: Nathan C. L. Kong (11919978), Eshed Margalit (11919981), Justin L. Gardner (8538303), Anthony M. Norcia (8555189)

مصطلحات موضوعية: Cell Biology, Neuroscience, Physiology, Biotechnology, Ecology, Environmental Sciences not elsewhere classified, Biological Sciences not elsewhere classified, Mathematical Sciences not elsewhere classified, Information Systems not elsewhere classified, ventral visual stream, spatial frequency tuning, spatial frequency preference, power law exponents, power law exponent, lower spatial frequencies, one would indicate, fine stimulus features, decay slightly faster, macaque v1 cells, +task%22">xlink "> task, show striking similarities, quantitatively better models, predictivity , make incorrect predictions, imperceptible image perturbations, macaque v1 eigenspectrum, image perturbations, slow decay, least one, extract features

Relation: https://figshare.com/articles/figure/Macaque_V1_neural_response_predictivity_as_a_function_of_model_layer_for_all_evaluated_models_/18053025

الاتاحة: https://doi.org/10.1371/journal.pcbi.1009739.s004

المؤلفون: Nathan C. L. Kong (11919978), Eshed Margalit (11919981), Justin L. Gardner (8538303), Anthony M. Norcia (8555189)

مصطلحات موضوعية: Cell Biology, Neuroscience, Physiology, Biotechnology, Ecology, Environmental Sciences not elsewhere classified, Biological Sciences not elsewhere classified, Mathematical Sciences not elsewhere classified, Information Systems not elsewhere classified, ventral visual stream, spatial frequency tuning, spatial frequency preference, power law exponents, power law exponent, lower spatial frequencies, one would indicate, fine stimulus features, decay slightly faster, macaque v1 cells, +task%22">xlink "> task, show striking similarities, quantitatively better models, predictivity , make incorrect predictions, imperceptible image perturbations, macaque v1 eigenspectrum, image perturbations, slow decay, least one, extract features

Relation: https://figshare.com/articles/figure/Eigenspectra_of_macaque_and_mouse_V1_neural_responses_to_natural_scenes_/18053046

الاتاحة: https://doi.org/10.1371/journal.pcbi.1009739.g002

المؤلفون: Nathan C. L. Kong (11919978), Eshed Margalit (11919981), Justin L. Gardner (8538303), Anthony M. Norcia (8555189)

مصطلحات موضوعية: Cell Biology, Neuroscience, Physiology, Biotechnology, Ecology, Environmental Sciences not elsewhere classified, Biological Sciences not elsewhere classified, Mathematical Sciences not elsewhere classified, Information Systems not elsewhere classified, ventral visual stream, spatial frequency tuning, spatial frequency preference, power law exponents, power law exponent, lower spatial frequencies, one would indicate, fine stimulus features, decay slightly faster, macaque v1 cells, +task%22">xlink "> task, show striking similarities, quantitatively better models, predictivity , make incorrect predictions, imperceptible image perturbations, macaque v1 eigenspectrum, image perturbations, slow decay, least one, extract features

Relation: https://figshare.com/articles/figure/V1_neural_response_predictivity_as_a_function_of_maximum_perturbation_size_allowed_during_adversarial_training_/18053022

الاتاحة: https://doi.org/10.1371/journal.pcbi.1009739.s003

المؤلفون: Nathan C. L. Kong (11919978), Eshed Margalit (11919981), Justin L. Gardner (8538303), Anthony M. Norcia (8555189)

مصطلحات موضوعية: Cell Biology, Neuroscience, Physiology, Biotechnology, Ecology, Environmental Sciences not elsewhere classified, Biological Sciences not elsewhere classified, Mathematical Sciences not elsewhere classified, Information Systems not elsewhere classified, ventral visual stream, spatial frequency tuning, spatial frequency preference, power law exponents, power law exponent, lower spatial frequencies, one would indicate, fine stimulus features, decay slightly faster, macaque v1 cells, +task%22">xlink "> task, show striking similarities, quantitatively better models, predictivity , make incorrect predictions, imperceptible image perturbations, macaque v1 eigenspectrum, image perturbations, slow decay, least one, extract features

Relation: https://figshare.com/articles/figure/Robust_models_better_predict_macaque_V1_neural_responses_than_non-robust_models_/18053055

الاتاحة: https://doi.org/10.1371/journal.pcbi.1009739.g005

المؤلفون: Nathan C. L. Kong (11919978), Eshed Margalit (11919981), Justin L. Gardner (8538303), Anthony M. Norcia (8555189)

مصطلحات موضوعية: Cell Biology, Neuroscience, Physiology, Biotechnology, Ecology, Environmental Sciences not elsewhere classified, Biological Sciences not elsewhere classified, Mathematical Sciences not elsewhere classified, Information Systems not elsewhere classified, ventral visual stream, spatial frequency tuning, spatial frequency preference, power law exponents, power law exponent, lower spatial frequencies, one would indicate, fine stimulus features, decay slightly faster, macaque v1 cells, +task%22">xlink "> task, show striking similarities, quantitatively better models, predictivity , make incorrect predictions, imperceptible image perturbations, macaque v1 eigenspectrum, image perturbations, slow decay, least one, extract features

Relation: https://figshare.com/articles/figure/Changing_the_range_of_principal_component_variances_used_to_fit_the_power_law_exponent_does_not_affect_the_relationship_between_robust_and_non-robust_models_/18053031

الاتاحة: https://doi.org/10.1371/journal.pcbi.1009739.s006

المؤلفون: Nathan C. L. Kong (11919978), Eshed Margalit (11919981), Justin L. Gardner (8538303), Anthony M. Norcia (8555189)

مصطلحات موضوعية: Cell Biology, Neuroscience, Physiology, Biotechnology, Ecology, Environmental Sciences not elsewhere classified, Biological Sciences not elsewhere classified, Mathematical Sciences not elsewhere classified, Information Systems not elsewhere classified, ventral visual stream, spatial frequency tuning, spatial frequency preference, power law exponents, power law exponent, lower spatial frequencies, one would indicate, fine stimulus features, decay slightly faster, macaque v1 cells, +task%22">xlink "> task, show striking similarities, quantitatively better models, predictivity , make incorrect predictions, imperceptible image perturbations, macaque v1 eigenspectrum, image perturbations, slow decay, least one, extract features

Relation: https://figshare.com/articles/figure/A_schematic_of_the_model_analyses_/18053043

الاتاحة: https://doi.org/10.1371/journal.pcbi.1009739.g001

المؤلفون: Nathan C. L. Kong (11919978), Eshed Margalit (11919981), Justin L. Gardner (8538303), Anthony M. Norcia (8555189)

مصطلحات موضوعية: Cell Biology, Neuroscience, Physiology, Biotechnology, Ecology, Environmental Sciences not elsewhere classified, Biological Sciences not elsewhere classified, Mathematical Sciences not elsewhere classified, Information Systems not elsewhere classified, ventral visual stream, spatial frequency tuning, spatial frequency preference, power law exponents, power law exponent, lower spatial frequencies, one would indicate, fine stimulus features, decay slightly faster, macaque v1 cells, +task%22">xlink "> task, show striking similarities, quantitatively better models, predictivity , make incorrect predictions, imperceptible image perturbations, macaque v1 eigenspectrum, image perturbations, slow decay, least one, extract features

Relation: https://figshare.com/articles/figure/Assessing_the_spatial_frequency_tuning_of_models_/18053052

الاتاحة: https://doi.org/10.1371/journal.pcbi.1009739.g004

المؤلفون: Nathan C. L. Kong (11919978), Eshed Margalit (11919981), Justin L. Gardner (8538303), Anthony M. Norcia (8555189)

مصطلحات موضوعية: Cell Biology, Neuroscience, Physiology, Biotechnology, Ecology, Environmental Sciences not elsewhere classified, Biological Sciences not elsewhere classified, Mathematical Sciences not elsewhere classified, Information Systems not elsewhere classified, ventral visual stream, spatial frequency tuning, spatial frequency preference, power law exponents, power law exponent, lower spatial frequencies, one would indicate, fine stimulus features, decay slightly faster, macaque v1 cells, +task%22">xlink "> task, show striking similarities, quantitatively better models, predictivity , make incorrect predictions, imperceptible image perturbations, macaque v1 eigenspectrum, image perturbations, slow decay, least one, extract features

Relation: https://figshare.com/articles/figure/The_internal_representations_of_robust_models_is_slightly_lower_dimensional_than_those_of_non-robust_models_/18053049

الاتاحة: https://doi.org/10.1371/journal.pcbi.1009739.g003

المؤلفون: Nathan C. L. Kong (11919978), Eshed Margalit (11919981), Justin L. Gardner (8538303), Anthony M. Norcia (8555189)

مصطلحات موضوعية: Cell Biology, Neuroscience, Physiology, Biotechnology, Ecology, Environmental Sciences not elsewhere classified, Biological Sciences not elsewhere classified, Mathematical Sciences not elsewhere classified, Information Systems not elsewhere classified, ventral visual stream, spatial frequency tuning, spatial frequency preference, power law exponents, power law exponent, lower spatial frequencies, one would indicate, fine stimulus features, decay slightly faster, macaque v1 cells, +task%22">xlink "> task, show striking similarities, quantitatively better models, predictivity , make incorrect predictions, imperceptible image perturbations, macaque v1 eigenspectrum, image perturbations, slow decay, least one, extract features

Relation: https://figshare.com/articles/figure/V1_spatial_frequency_score_is_somewhat_correlated_with_adversarial_accuracy_and_is_correlated_with_V1_neural_predictivity_/18053061

الاتاحة: https://doi.org/10.1371/journal.pcbi.1009739.g007

المؤلفون: Nathan C. L. Kong (11919978), Eshed Margalit (11919981), Justin L. Gardner (8538303), Anthony M. Norcia (8555189)

مصطلحات موضوعية: Cell Biology, Neuroscience, Physiology, Biotechnology, Ecology, Environmental Sciences not elsewhere classified, Biological Sciences not elsewhere classified, Mathematical Sciences not elsewhere classified, Information Systems not elsewhere classified, ventral visual stream, spatial frequency tuning, spatial frequency preference, power law exponents, power law exponent, lower spatial frequencies, one would indicate, fine stimulus features, decay slightly faster, macaque v1 cells, +task%22">xlink "> task, show striking similarities, quantitatively better models, predictivity , make incorrect predictions, imperceptible image perturbations, macaque v1 eigenspectrum, image perturbations, slow decay, least one, extract features

Relation: https://figshare.com/articles/figure/Adversarial_accuracy_is_correlated_with_V1_neural_predictivity_and_is_weakly_correlated_with_power_law_exponent_/18053058

الاتاحة: https://doi.org/10.1371/journal.pcbi.1009739.g006