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Catalyzing next-generation Artificial Intelligence through NeuroAI

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 se...

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Autores principales: Zador, Anthony, Escola, Sean, Richards, Blake, Ölveczky, Bence, Bengio, Yoshua, Boahen, Kwabena, Botvinick, Matthew, Chklovskii, Dmitri, Churchland, Anne, Clopath, Claudia, DiCarlo, James, Ganguli, Surya, Hawkins, Jeff, Körding, Konrad, Koulakov, Alexei, LeCun, Yann, Lillicrap, Timothy, Marblestone, Adam, Olshausen, Bruno, Pouget, Alexandre, Savin, Cristina, Sejnowski, Terrence, Simoncelli, Eero, Solla, Sara, Sussillo, David, Tolias, Andreas S., Tsao, Doris
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10033876/
https://www.ncbi.nlm.nih.gov/pubmed/36949048
http://dx.doi.org/10.1038/s41467-023-37180-x
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author Zador, Anthony
Escola, Sean
Richards, Blake
Ölveczky, Bence
Bengio, Yoshua
Boahen, Kwabena
Botvinick, Matthew
Chklovskii, Dmitri
Churchland, Anne
Clopath, Claudia
DiCarlo, James
Ganguli, Surya
Hawkins, Jeff
Körding, Konrad
Koulakov, Alexei
LeCun, Yann
Lillicrap, Timothy
Marblestone, Adam
Olshausen, Bruno
Pouget, Alexandre
Savin, Cristina
Sejnowski, Terrence
Simoncelli, Eero
Solla, Sara
Sussillo, David
Tolias, Andreas S.
Tsao, Doris
author_facet Zador, Anthony
Escola, Sean
Richards, Blake
Ölveczky, Bence
Bengio, Yoshua
Boahen, Kwabena
Botvinick, Matthew
Chklovskii, Dmitri
Churchland, Anne
Clopath, Claudia
DiCarlo, James
Ganguli, Surya
Hawkins, Jeff
Körding, Konrad
Koulakov, Alexei
LeCun, Yann
Lillicrap, Timothy
Marblestone, Adam
Olshausen, Bruno
Pouget, Alexandre
Savin, Cristina
Sejnowski, Terrence
Simoncelli, Eero
Solla, Sara
Sussillo, David
Tolias, Andreas S.
Tsao, Doris
author_sort Zador, Anthony
collection PubMed
description 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.
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spelling pubmed-100338762023-03-24 Catalyzing next-generation Artificial Intelligence through NeuroAI Zador, Anthony Escola, Sean Richards, Blake Ölveczky, Bence Bengio, Yoshua Boahen, Kwabena Botvinick, Matthew Chklovskii, Dmitri Churchland, Anne Clopath, Claudia DiCarlo, James Ganguli, Surya Hawkins, Jeff Körding, Konrad Koulakov, Alexei LeCun, Yann Lillicrap, Timothy Marblestone, Adam Olshausen, Bruno Pouget, Alexandre Savin, Cristina Sejnowski, Terrence Simoncelli, Eero Solla, Sara Sussillo, David Tolias, Andreas S. Tsao, Doris Nat Commun Perspective 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. Nature Publishing Group UK 2023-03-22 /pmc/articles/PMC10033876/ /pubmed/36949048 http://dx.doi.org/10.1038/s41467-023-37180-x Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Perspective
Zador, Anthony
Escola, Sean
Richards, Blake
Ölveczky, Bence
Bengio, Yoshua
Boahen, Kwabena
Botvinick, Matthew
Chklovskii, Dmitri
Churchland, Anne
Clopath, Claudia
DiCarlo, James
Ganguli, Surya
Hawkins, Jeff
Körding, Konrad
Koulakov, Alexei
LeCun, Yann
Lillicrap, Timothy
Marblestone, Adam
Olshausen, Bruno
Pouget, Alexandre
Savin, Cristina
Sejnowski, Terrence
Simoncelli, Eero
Solla, Sara
Sussillo, David
Tolias, Andreas S.
Tsao, Doris
Catalyzing next-generation Artificial Intelligence through NeuroAI
title Catalyzing next-generation Artificial Intelligence through NeuroAI
title_full Catalyzing next-generation Artificial Intelligence through NeuroAI
title_fullStr Catalyzing next-generation Artificial Intelligence through NeuroAI
title_full_unstemmed Catalyzing next-generation Artificial Intelligence through NeuroAI
title_short Catalyzing next-generation Artificial Intelligence through NeuroAI
title_sort catalyzing next-generation artificial intelligence through neuroai
topic Perspective
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10033876/
https://www.ncbi.nlm.nih.gov/pubmed/36949048
http://dx.doi.org/10.1038/s41467-023-37180-x
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