Evidence map›Paper›PMID 36949048›Full record

ReviewNature communications2023

Catalyzing next-generation Artificial Intelligence through NeuroAI.

Anthony Zador, Sean Escola, Blake Richards, Bence Ölveczky, Yoshua Bengio, Kwabena Boahen, Matthew Botvinick, Dmitri Chklovskii, Anne Churchland, Claudia Clopath and 17 more

Full text readReview
In one paragraph

Review in Nature communications, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 86 papers.

0numbers the graph read from it
0cells of the map it votes in
86citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

86 citing papers in PubMed.

  1. Large language models in spine care and research.European spine journal : official publication of the European Spine Society, the European Spinal Deformity Society, and the European Section of the Cervical Spine Research Society · 2026
    Review
  2. Article
  3. Article
  4. Article
  5. Article
  6. Review
  7. Review
  8. Stable Diffusion Models Reveal a Persisting Human-AI Gap in Visual Creativity.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026
    Article
  9. Article
  10. Article
  11. Review
  12. Review
  13. Article
  14. Article
  15. Advances in LLM Reasoning Enable Flexibility in Clinical Problem-Solving.AMIA Joint Summits on Translational Science proceedings. AMIA Joint Summits on Translational Science · 2026
    Article
  16. Toward brain-trained humanoid robots.Frontiers in neurorobotics · 2026
    Article
  17. Article
  18. Neurodatascience: Past, Present, and Future.Data science in science · 2026
    Article
  19. Review
  20. Article

26 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

27 authors.

Anthony Zador *Cold Spring Harbor Laboratory, Cold Spring Harbor, NY, 11724, USA. zador@cshl.edu.ORCID http://orcid.org/0000-0002-8431-9136
Sean Escola *Department of Psychiatry, Columbia University, New York, NY, 10027, USA.ORCID http://orcid.org/0000-0003-0645-1964
Blake RichardsMila, Montréal, QC, H2S 3H1, Canada.
Bence ÖlveczkyDepartment of Organismic and Evolutionary Biology, Harvard University, Cambridge, MA, 02138, USA.
Yoshua BengioMila, Montréal, QC, H2S 3H1, Canada.ORCID http://orcid.org/0000-0002-9322-3515
Kwabena BoahenDepartment of Bioengineering, Stanford University, Stanford, CA, 94305, USA.
Matthew BotvinickGoogle Deepmind, London, N1C 4AG, UK.ORCID http://orcid.org/0000-0001-7758-6896
Dmitri ChklovskiiFlatiron Institute, Simons Foundation, New York, NY, 10010, USA.
Anne ChurchlandDepartment of Neurobiology, University of California Los Angeles, Los Angeles, CA, 90095, USA.ORCID http://orcid.org/0000-0002-3205-3794
Claudia ClopathDepartment of Bioengineering, Imperial College London, London, SW7 2BW, UK.ORCID http://orcid.org/0000-0003-4507-8648
James DiCarloDepartment of Brain and Cognitive Sciences, MIT, Cambridge, MA, 02139, USA.ORCID http://orcid.org/0000-0002-1592-5896
Surya GanguliDepartment of Applied Physics, Stanford University, Stanford, CA, 94305, USA.
Jeff HawkinsNumenta, Redwood City, CA, 94063, USA.
Konrad KördingDepartment of Neuroscience, University of Pennsylvania, Philadelphia, PA, 19104, USA.
Alexei KoulakovCold Spring Harbor Laboratory, Cold Spring Harbor, NY, 11724, USA.
Yann LeCunMeta, Menlo Park, CA, 94025, USA.
Timothy LillicrapGoogle Deepmind, London, N1C 4AG, UK.
Adam MarblestoneMedia Lab, MIT, Cambridge, MA, 02140, USA.
Bruno OlshausenHelen Wills Neuroscience Institute, University of California Berkeley, Berkeley, CA, 94720, USA.
Alexandre PougetDepartment of Basic Neurosciences, University of Geneva, Genève, 1211, Switzerland.
Cristina SavinCenter for Neural Science, NYU, New York, NY, 10003, USA.ORCID http://orcid.org/0000-0002-3414-8244
Terrence SejnowskiSalk Institute for Biological Studies, La Jolla, CA, 92037, USA.ORCID http://orcid.org/0000-0002-0622-7391
Eero SimoncelliDepartments of Neural Science, Mathematics, and Psychology, NYU, New York, NY, 10003, USA.ORCID http://orcid.org/0000-0002-1206-527X
Sara SollaDepartment of Physiology, Northwestern University, Chicago, IL, 60611, USA.ORCID http://orcid.org/0000-0001-7696-447X
David SussilloMeta, Menlo Park, CA, 94025, USA.
Andreas S ToliasDepartment of Neuroscience, Baylor College of Medicine, Houston, TX, 77030, USA.ORCID http://orcid.org/0000-0002-4305-6376
Doris TsaoHelen Wills Neuroscience Institute, University of California Berkeley, Berkeley, CA, 94720, USA.

Funding

State-dependent Decision-making in Brainwide Neural CircuitsU19NS123716 · NINDS · COLUMBIA UNIV NEW YORK MORNINGSIDE · PI ZADOR, ANTHONY M · 2021 to 2025
$18.2M
Modeling multi-area dynamics during motor controlU19NS104649 · NINDS · COLUMBIA UNIVERSITY HEALTH SCIENCES · PI ABBOTT, LAURENCE F. · 2017 to 2021
$15.3M
Primate model of an intracortically controlled FES prostR01NS053603 · NINDS · NORTHWESTERN UNIVERSITY AT CHICAGO · PI KENNEDY, ANN KATHRYN, MILLER, LEE · 2006 to 2021
$7.1M
Visual pattern representation in the extrastriate cortexR01EY022428 · NEI · NEW YORK UNIVERSITY · PI J ANTHONY MOVSHON, Eero Peter Simoncelli · 2013 to 2026
$5.2M
Neural Circuits Underlying the Acquisition and Control of Motor SkillsR01NS099323 · NINDS · HARVARD UNIVERSITY · PI Bence P Olveczky · 2016 to 2026
$3.9M
Deciphering the building blocks of hippocampal circuitsR01MH109556 · NIMH · BAYLOR COLLEGE OF MEDICINE · PI SANDBERG, RICKARD, TOLIAS, ANDREAS · 2017 to 2021
$3.3M
Computational Dynamics in Neural Populations of Freely Foraging vs. Restrained MonkeysRF1NS127122 · NINDS · NEW YORK UNIVERSITY · PI MAJAJ, NAJIB JUDEH · 2022 to 2022
$2.8M
Probabilistic coding in cortical populationsR01EY026927 · NEI · BAYLOR COLLEGE OF MEDICINE · PI MA, WEI JI, TOLIAS, ANDREAS · 2017 to 2021
$1.9M
Mechanisms of Perceptual Learning in Primary Visual CortexR01EY018847 · NEI · BAYLOR COLLEGE OF MEDICINE · PI TOLIAS, ANDREAS · 2008 to 2012
$1.9M
A system for long-term high-resolution 3D tracking of movement kinematics in freely behaving animalsR01GM136972 · NIGMS · HARVARD UNIVERSITY · PI OLVECZKY, BENCE P · 2021 to 2024
$1.9M
CRCNS: Refining computational models of motor sequence learning and executionR01NS105349 · NINDS · COLUMBIA UNIVERSITY HEALTH SCIENCES · PI ESCOLA, GARY SEAN, OLVECZKY, BENCE P · 2017 to 2021
$1.7M
CRCNS: Inferring reference points from OFC population dynamicsR01MH125571 · NIMH · NEW YORK UNIVERSITY · PI CONSTANTINOPLE, CHRISTINE M · 2020 to 2024
$1.7M
NEI NIH HHS R01 EY018847NEI NIH HHS R01 EY022428NEI NIH HHS R01 EY026927NIGMS NIH HHS R01 GM136972NIMH NIH HHS R01 MH109556NIMH NIH HHS R01 MH125571NINDS NIH HHS R01 NS053603NINDS NIH HHS R01 NS099323NINDS NIH HHS R01 NS105349NINDS NIH HHS R01 NS127122NINDS NIH HHS RF1 NS127122NINDS NIH HHS U19 NS104649NINDS NIH HHS U19 NS123716
6 · The paper itself

Abstract

Neuroscience has long been an essential driver of progress in artificial intelligence (AI). We propose that to accelerate progress in AI, we must invest in fundamental research in NeuroAI. A core component of this is the embodied Turing test, which challenges AI animal models to interact with the sensorimotor world at skill levels akin to their living counterparts. The embodied Turing test shifts the focus from those capabilities like game playing and language that are especially well-developed or uniquely human to those capabilities - inherited from over 500 million years of evolution - that are shared with all animals. Building models that can pass the embodied Turing test will provide a roadmap for the next generation of AI.

Indexed as

Artificial IntelligenceNeurosciencesAnimalsHumans

Identifiers

PMID36949048
PMCPMC10033876

What OpenQuestion holds

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Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.