Geoffrey Hinton - arXivDaily 作者

2609.36054 2026-09-30 cs.CY cs.AI 新提交

What if automating AI R&D triggers an intelligence explosion?

如果自动化AI研发引发智能爆炸会怎样？

Alan Chan, Christoph Winter, Andrew Barto, Jakub Pachocki, Geoffrey Hinton, Eric Horvitz, Yoshua Bengio, Dawn Song, Jack Clark, Hilary Greaves, Anton Korinek, Samuel Hammond, Thore Graepel, Ben Bariach, Philip H. S. Torr, Sheila A. McIlraith, Jeff Clune, Sam Manning, Girish Sastry, Tom Davidson, Daniel Eth, Sören Mindermann

AI总结本文评估AI研发自动化可能引发智能爆炸的证据，分析其加速益处与极端风险，并提出政策应对，强调需紧急监控、引导和适应这一进程。

2602.21012 2026-02-25 cs.CY

International AI Safety Report 2026

2026国际人工智能安全报告

Yoshua Bengio, Stephen Clare, Carina Prunkl, Maksym Andriushchenko, Ben Bucknall, Malcolm Murray, Rishi Bommasani, Stephen Casper, Tom Davidson, Raymond Douglas, David Duvenaud, Philip Fox, Usman Gohar, Rose Hadshar, Anson Ho, Tiancheng Hu, Cameron Jones, Sayash Kapoor, Atoosa Kasirzadeh, Sam Manning, Nestor Maslej, Vasilios Mavroudis, Conor McGlynn, Richard Moulange, Jessica Newman, Kwan Yee Ng, Patricia Paskov, Shalaleh Rismani, Girish Sastry, Elizabeth Seger, Scott Singer, Charlotte Stix, Lucia Velasco, Nicole Wheeler, Daron Acemoglu, Vincent Conitzer, Thomas G. Dietterich, Fredrik Heintz, Geoffrey Hinton, Nick Jennings, Susan Leavy, Teresa Ludermir, Vidushi Marda, Helen Margetts, John McDermid, Jane Munga, Arvind Narayanan, Alondra Nelson, Clara Neppel, Sarvapali D. Ramchurn, Stuart Russell, Marietje Schaake, Bernhard Schölkopf, Alvaro Soto, Lee Tiedrich, Gaël Varoquaux, Andrew Yao, Ya-Qin Zhang, Leandro Angelo Aguirre, Olubunmi Ajala, Fahad Albalawi, Noora AlMalek, Christian Busch, Jonathan Collas, André Carlos Ponce de Leon Ferreira de Carvalho, Amandeep Gill, Ahmet Halit Hatip, Juha Heikkilä, Chris Johnson, Gill Jolly, Ziv Katzir, Mary N. Kerema, Hiroaki Kitano, Antonio Krüger, Kyoung Mu Lee, José Ramón López Portillo, Aoife McLysaght, Oleksii Molchanovskyi, Andrea Monti, Mona Nemer, Nuria Oliver, Raquel Pezoa, Audrey Plonk, Balaraman Ravindran, Hammam Riza, Crystal Rugege, Haroon Sheikh, Denise Wong, Yi Zeng, Liming Zhu, Daniel Privitera, Sören Mindermann

AI总结 2026国际人工智能安全报告由全球29国及国际组织共同参与，汇集超过100位专家意见，全面评估通用人工智能系统的安全性和潜在风险。

2511.19863 2025-11-26 cs.CY

International AI Safety Report 2025: Second Key Update: Technical Safeguards and Risk Management

2025国际人工智能安全报告：第二关键更新：技术安全措施与风险管理工作

Yoshua Bengio, Stephen Clare, Carina Prunkl, Maksym Andriushchenko, Ben Bucknall, Philip Fox, Nestor Maslej, Conor McGlynn, Malcolm Murray, Shalaleh Rismani, Stephen Casper, Jessica Newman, Daniel Privitera, Sören Mindermann, Daron Acemoglu, Thomas G. Dietterich, Fredrik Heintz, Geoffrey Hinton, Nick Jennings, Susan Leavy, Teresa Ludermir, Vidushi Marda, Helen Margetts, John McDermid, Jane Munga, Arvind Narayanan, Alondra Nelson, Clara Neppel, Gopal Ramchurn, Stuart Russell, Marietje Schaake, Bernhard Schölkopf, Alavaro Soto, Lee Tiedrich, Gaël Varoquaux, Andrew Yao, Ya-Qin Zhang, Leandro Aguirre, Olubunmi Ajala, Fahad Albalawi, Noora AlMalek, Christian Busch, André Carvalho, Jonathan Collas, Amandeep Gill, Ahmet Hatip, Juha Heikkilä, Chris Johnson, Gill Jolly, Ziv Katzir, Mary Kerema, Hiroaki Kitano, Antonio Krüger, Aoife McLysaght, Oleksii Molchanovskyi, Andrea Monti, Kyoung Mu Lee, Mona Nemer, Nuria Oliver, Raquel Pezoa, Audrey Plonk, José Portillo, Balaraman Ravindran, Hammam Riza, Crystal Rugege, Haroon Sheikh, Denise Wong, Yi Zeng, Liming Zhu

AI总结 2025国际人工智能安全报告第二关键更新，探讨通用人工智能风险管理工作进展，包括技术安全措施、对抗训练、数据整理及制度框架的建立。

2510.13653 2025-10-16 cs.CY

International AI Safety Report 2025: First Key Update: Capabilities and Risk Implications

国际人工智能安全报告2025：首次关键更新：能力与风险影响

Yoshua Bengio, Stephen Clare, Carina Prunkl, Shalaleh Rismani, Maksym Andriushchenko, Ben Bucknall, Philip Fox, Tiancheng Hu, Cameron Jones, Sam Manning, Nestor Maslej, Vasilios Mavroudis, Conor McGlynn, Malcolm Murray, Charlotte Stix, Lucia Velasco, Nicole Wheeler, Daniel Privitera, Sören Mindermann, Daron Acemoglu, Thomas G. Dietterich, Fredrik Heintz, Geoffrey Hinton, Nick Jennings, Susan Leavy, Teresa Ludermir, Vidushi Marda, Helen Margetts, John McDermid, Jane Munga, Arvind Narayanan, Alondra Nelson, Clara Neppel, Gopal Ramchurn, Stuart Russell, Marietje Schaake, Bernhard Schölkopf, Alavaro Soto, Lee Tiedrich, Gaël Varoquaux, Andrew Yao, Ya-Qin Zhang, Leandro Aguirre, Olubunmi Ajala, Fahad Albalawi Noora AlMalek, Christian Busch, André Carvalho, Jonathan Collas, Amandeep Gill, Ahmet Hatip, Juha Heikkilä, Chris Johnson, Gill Jolly, Ziv Katzir, Mary Kerema, Hiroaki Kitano, Antonio Krüger, Aoife McLysaght, Oleksii Molchanovskyi, Andrea Monti, Kyoung Mu Lee, Mona Nemer, Nuria Oliver, Raquel Pezoa, Audrey Plonk, José Portillo, Balaraman Ravindran, Hammam Riza, Crystal Rugege, Haroon Sheikh, Denise Wong, Yi Zeng, Liming Zhu

AI总结本更新报告指出，AI能力提升主要源于推理训练和推理时增强，而非单纯扩大模型规模，并分析了这些进步对生物武器、网络攻击等风险及监控可控性的影响。

2501.17805 2025-01-30 cs.CY cs.AI cs.LG

International AI Safety Report

国际人工智能安全报告

Yoshua Bengio, Sören Mindermann, Daniel Privitera, Tamay Besiroglu, Rishi Bommasani, Stephen Casper, Yejin Choi, Philip Fox, Ben Garfinkel, Danielle Goldfarb, Hoda Heidari, Anson Ho, Sayash Kapoor, Leila Khalatbari, Shayne Longpre, Sam Manning, Vasilios Mavroudis, Mantas Mazeika, Julian Michael, Jessica Newman, Kwan Yee Ng, Chinasa T. Okolo, Deborah Raji, Girish Sastry, Elizabeth Seger, Theodora Skeadas, Tobin South, Emma Strubell, Florian Tramèr, Lucia Velasco, Nicole Wheeler, Daron Acemoglu, Olubayo Adekanmbi, David Dalrymple, Thomas G. Dietterich, Edward W. Felten, Pascale Fung, Pierre-Olivier Gourinchas, Fredrik Heintz, Geoffrey Hinton, Nick Jennings, Andreas Krause, Susan Leavy, Percy Liang, Teresa Ludermir, Vidushi Marda, Helen Margetts, John McDermid, Jane Munga, Arvind Narayanan, Alondra Nelson, Clara Neppel, Alice Oh, Gopal Ramchurn, Stuart Russell, Marietje Schaake, Bernhard Schölkopf, Dawn Song, Alvaro Soto, Lee Tiedrich, Gaël Varoquaux, Andrew Yao, Ya-Qin Zhang, Fahad Albalawi, Marwan Alserkal, Olubunmi Ajala, Guillaume Avrin, Christian Busch, André Carlos Ponce de Leon Ferreira de Carvalho, Bronwyn Fox, Amandeep Singh Gill, Ahmet Halit Hatip, Juha Heikkilä, Gill Jolly, Ziv Katzir, Hiroaki Kitano, Antonio Krüger, Chris Johnson, Saif M. Khan, Kyoung Mu Lee, Dominic Vincent Ligot, Oleksii Molchanovskyi, Andrea Monti, Nusu Mwamanzi, Mona Nemer, Nuria Oliver, José Ramón López Portillo, Balaraman Ravindran, Raquel Pezoa Rivera, Hammam Riza, Crystal Rugege, Ciarán Seoighe, Jerry Sheehan, Haroon Sheikh, Denise Wong, Yi Zeng

AI总结首份《国际人工智能安全报告》由多国及国际组织授权，百名独立专家共同参与，全面综合了先进人工智能系统的能力、风险与安全的现有证据。

2310.17688 2024-05-24 cs.CY cs.AI cs.CL cs.LG

Managing extreme AI risks amid rapid progress

Yoshua Bengio, Geoffrey Hinton, Andrew Yao, Dawn Song, Pieter Abbeel, Trevor Darrell, Yuval Noah Harari, Ya-Qin Zhang, Lan Xue, Shai Shalev-Shwartz, Gillian Hadfield, Jeff Clune, Tegan Maharaj, Frank Hutter, Atılım Güneş Baydin, Sheila McIlraith, Qiqi Gao, Ashwin Acharya, David Krueger, Anca Dragan, Philip Torr, Stuart Russell, Daniel Kahneman, Jan Brauner, Sören Mindermann

机构 * Mila - Quebec AI Institute（米拉-魁北克人工智能研究所）； Université de Montréal（蒙特利尔大学）； University of Toronto（多伦多大学）； Vector Institute（矢量研究所）； Tsinghua University（清华大学）； UC Berkeley（加州大学伯克利分校）； The Hebrew University of Jerusalem（耶路撒冷希伯来大学）； Institute for AI International Governance, Tsinghua University（清华大学人工智能国际治理研究院）； University of British Columbia（不列颠哥伦比亚大学）； Schwartz Reisman Inst. for Technology and Society（施瓦茨·赖斯曼技术与社会研究所）； University of Freiburg（弗莱堡大学）； ELLIS Institute Tübingen（埃利斯研究所蒂宾根分所）； University of Oxford（牛津大学）； East China University of Political Science and Law（华东政法大学）； RAND Corporation（兰德公司）； University of Cambridge（剑桥大学）； School of Public and International Affairs, Princeton University（普林斯顿大学公共与国际事务学院）

Comments Published in Science: https://www.science.org/doi/10.1126/science.adn0117

2210.06366 2023-10-16 cs.CV cs.AI cs.LG cs.MM

A Generalist Framework for Panoptic Segmentation of Images and Videos

Ting Chen, Lala Li, Saurabh Saxena, Geoffrey Hinton, David J. Fleet

机构 * Google Deepmind（谷歌DeepMind）

Comments ICCV'23. Code at https://github.com/google-research/pix2seq

2210.03310 2023-03-03 cs.LG cs.CV cs.NE

Scaling Forward Gradient With Local Losses

Mengye Ren, Simon Kornblith, Renjie Liao, Geoffrey Hinton

机构 * NYU（纽约大学）； Google（谷歌）； UBC（不列颠哥伦比亚大学）； Vector Institute（向量研究所）

Comments 31 pages, ICLR 2023

2208.04202 2023-03-02 cs.CV cs.AI cs.CL cs.LG

Analog Bits: Generating Discrete Data using Diffusion Models with Self-Conditioning

Ting Chen, Ruixiang Zhang, Geoffrey Hinton

机构 * Google Research（谷歌研究院）

Comments ICLR'23

2212.13345 2022-12-29 cs.LG

The Forward-Forward Algorithm: Some Preliminary Investigations

Geoffrey Hinton

机构 * Google Brain（谷歌大脑）

2212.02475 2022-12-06 cs.CL

Meta-Learning Fast Weight Language Models

Kevin Clark, Kelvin Guu, Ming-Wei Chang, Panupong Pasupat, Geoffrey Hinton, Mohammad Norouzi

机构 * Google Research（谷歌研究院）

Comments EMNLP 2022 short paper

2211.16564 2022-12-01 cs.CV cs.LG

Testing GLOM's ability to infer wholes from ambiguous parts

Laura Culp, Sara Sabour, Geoffrey E. Hinton

机构 * Google AI（谷歌人工智能）

2210.10318 2022-10-20 cs.LG cs.AI stat.ML

Gaussian-Bernoulli RBMs Without Tears

Renjie Liao, Simon Kornblith, Mengye Ren, David J. Fleet, Geoffrey Hinton

机构 * University of British Columbia（不列颠哥伦比亚大学）； Google Research Brain Team（谷歌研究院大脑团队）； New York University（纽约大学）； University of Toronto（多伦多大学）； Vector Institute（向量研究所）

2206.07669 2022-10-18 cs.CV cs.CL cs.LG

A Unified Sequence Interface for Vision Tasks

Ting Chen, Saurabh Saxena, Lala Li, Tsung-Yi Lin, David J. Fleet, Geoffrey Hinton

机构 * Google Research（谷歌研究院）

Comments The first three authors contributed equally

1912.03207 2022-07-25 cs.CV cs.GR cs.LG

NASA: Neural Articulated Shape Approximation

Boyang Deng, JP Lewis, Timothy Jeruzalski, Gerard Pons-Moll, Geoffrey Hinton, Mohammad Norouzi, Andrea Tagliasacchi

机构 * Google Research（谷歌研究院）； MPI for Informatics（马克斯·普朗克信息学研究所）； University of Toronto（多伦多大学）

Comments ECCV 2020; Project Page: https://nasa-eccv20.github.io/

2205.09723 2022-07-05 cs.CV cs.AI cs.LG

Robust and Efficient Medical Imaging with Self-Supervision

Shekoofeh Azizi, Laura Culp, Jan Freyberg, Basil Mustafa, Sebastien Baur, Simon Kornblith, Ting Chen, Patricia MacWilliams, S. Sara Mahdavi, Ellery Wulczyn, Boris Babenko, Megan Wilson, Aaron Loh, Po-Hsuan Cameron Chen, Yuan Liu, Pinal Bavishi, Scott Mayer McKinney, Jim Winkens, Abhijit Guha Roy, Zach Beaver, Fiona Ryan, Justin Krogue, Mozziyar Etemadi, Umesh Telang, Yun Liu, Lily Peng, Greg S. Corrado, Dale R. Webster, David Fleet, Geoffrey Hinton, Neil Houlsby, Alan Karthikesalingam, Mohammad Norouzi, Vivek Natarajan

机构 * Google Research（谷歌研究院）； Georgia Institute of Technology（佐治亚理工学院）； Northwestern University（西北大学）

2109.10852 2022-03-29 cs.CV cs.AI cs.CL cs.LG

Pix2seq: A Language Modeling Framework for Object Detection

Ting Chen, Saurabh Saxena, Lala Li, David J. Fleet, Geoffrey Hinton

机构 * Google Research（谷歌研究院）

Comments ICLR'22. Code and pretrained models at https://github.com/google-research/pix2seq

2012.04718 2021-11-29 cs.CV cs.LG

Canonical Capsules: Self-Supervised Capsules in Canonical Pose

Weiwei Sun, Andrea Tagliasacchi, Boyang Deng, Sara Sabour, Soroosh Yazdani, Geoffrey Hinton, Kwang Moo Yi

机构 * University of British Columbia（不列颠哥伦比亚大学）； University of Victoria（维多利亚大学）； University of Toronto（多伦多大学）； Google Research（谷歌研究院）

Comments NeurIPS 2021; The first two authors contributed equally; Project website: https://canonical-capsules.github.io

2004.13912 2021-10-26 cs.LG cs.AI stat.ML

Neural Additive Models: Interpretable Machine Learning with Neural Nets

Rishabh Agarwal, Levi Melnick, Nicholas Frosst, Xuezhou Zhang, Ben Lengerich, Rich Caruana, Geoffrey Hinton

机构 * Google Research（谷歌研究院）； Microsoft Research（微软研究院）； Cohere ； University of Wisconsin-Madison（威斯康星大学麦迪逊分校）； MIT（麻省理工学院）

Comments Spotlight (Top 3%) at NeurIPS 2021

2011.03037 2021-03-15 cs.LG

Teaching with Commentaries

Aniruddh Raghu, Maithra Raghu, Simon Kornblith, David Duvenaud, Geoffrey Hinton

机构 * MIT（麻省理工学院）； Google Research（谷歌研究院）； University of Toronto（多伦多大学）

Comments ICLR 2021

2102.12627 2021-02-26 cs.CV

How to represent part-whole hierarchies in a neural network

Geoffrey Hinton

机构 * Google Research（谷歌研究院）； The Vector Institute（向量研究所）； University of Toronto（多伦多大学）

Comments 43 pages, 5 figures

2011.13920 2021-02-22 cs.CV cs.LG

Unsupervised part representation by Flow Capsules

Sara Sabour, Andrea Tagliasacchi, Soroosh Yazdani, Geoffrey E. Hinton, David J. Fleet

机构 * University of Toronto（多伦多大学）； Google Research（谷歌研究院）

2006.10029 2020-10-27 cs.LG cs.CV stat.ML

Big Self-Supervised Models are Strong Semi-Supervised Learners

Ting Chen, Simon Kornblith, Kevin Swersky, Mohammad Norouzi, Geoffrey Hinton

机构 * Google Research（谷歌研究院）

Comments NeurIPS'2020. Code and pretrained models at https://github.com/google-research/simclr

1804.03235 2020-08-24 cs.LG cs.AI stat.ML

Large scale distributed neural network training through online distillation

Rohan Anil, Gabriel Pereyra, Alexandre Passos, Robert Ormandi, George E. Dahl, Geoffrey E. Hinton

机构 * Google（谷歌）； Google DeepMind（谷歌DeepMind）； Google Brain（谷歌大脑）

Comments Clarify that implementations should use available parallelism in pseudo-code

2002.05709 2020-07-02 cs.LG cs.CV stat.ML

A Simple Framework for Contrastive Learning of Visual Representations

Ting Chen, Simon Kornblith, Mohammad Norouzi, Geoffrey Hinton

Comments ICML'2020. Code and pretrained models at https://github.com/google-research/simclr

2002.03936 2020-06-12 cs.LG stat.ML

Subclass Distillation

Rafael Müller, Simon Kornblith, Geoffrey Hinton

机构 * Google Brain（谷歌大脑）

Comments Under review, corrected citation spelling

1906.02629 2020-06-12 cs.LG stat.ML

When Does Label Smoothing Help?

Rafael Müller, Simon Kornblith, Geoffrey Hinton

机构 * Google Brain（谷歌大脑）； Toronto（多伦多大学）

Comments Accepted at NeurIPS 2019, corrected mutual information formulas

2002.08926 2020-04-23 eess.AS cs.CL cs.LG cs.SD

Imputer: Sequence Modelling via Imputation and Dynamic Programming

William Chan, Chitwan Saharia, Geoffrey Hinton, Mohammad Norouzi, Navdeep Jaitly

机构 * Google Research（谷歌研究院）； The D. E. Shaw Group（D. E. Shaw集团）

1909.05736 2020-04-14 cs.CV cs.GR cs.LG

CvxNet: Learnable Convex Decomposition

Boyang Deng, Kyle Genova, Soroosh Yazdani, Sofien Bouaziz, Geoffrey Hinton, Andrea Tagliasacchi

机构 * Google Research（谷歌研究院）； Google Hardware（谷歌硬件）

2002.07405 2020-02-19 cs.LG cs.CV stat.ML

Deflecting Adversarial Attacks

Yao Qin, Nicholas Frosst, Colin Raffel, Garrison Cottrell, Geoffrey Hinton

机构 * University of California, San Diego（加利福尼亚大学圣地亚哥分校）； Google Brain（谷歌大脑）