为《牛津人工智能治理手册》准备。我非常感谢许多合著者,他们为我思考这些主题做出了贡献,我在本文中大量参考了他们的工作。他们包括:David Autor、Jonathon Hazell、Simon Johnson、Jon Kleinberg、Anton Korniek、Azarakhsh Malekian、Ali Makhdoumi、Andrea Manera、Sendhil Mullainathan、Andrew Newman、Asu Ozdaglar、Pascual Restrepo 和 James Siderius。我感谢 David Autor、Lauren Fahey、Vincent Rollet、James Siderius 和 Glen Weyl 的评论。我非常感谢谷歌、休利特基金会、美国国家科学基金会、斯隆基金会、史密斯理查森基金会和施密特科学基金会的资金支持。本文表达的观点为作者的观点,并不一定反映美国国家经济研究局的观点。
4 Acemoglu, Daron (2021) 重新设计人工智能:自动化时代的工作、民主和正义,波士顿评论论坛 [以下简称 Acemoglu 2021]。5 Brynjolfsson, Erik、Danielle Li 和 Lindsey Raymond (2023) “工作中的生成式人工智能”。NBER 工作论文第 31161 号;Noy, Shakked 和 Whitney Zhang (2023) “生成式人工智能对生产力影响的实验证据”。Science,381(6654):187–192;Peng, Sida、Eirini Kalliamvakou、Peter Cihon 和 Mert Demirer (2023) “人工智能对开发者生产力的影响:来自 GitHub Copilot 的证据”。arXiv 工作论文第 2302.06590 号。 6 Brady, William, Julian Wills, John Jost, Joshua Tucker 和 Jay Van Bavel (2017) “情绪塑造了社交网络中道德内容的传播” PNAS 114(28): 7313–7318;Braghieri, Luca, Ro'ee Levy 和 Alexey Makarin (2022),美国经济评论 112(11): 3660–3693;Wu, Tim (2016) 注意力商人:争夺我们头脑的史诗级争夺战,PRH Knopf;Acemoglu, Daron, Asuman Ozdaglar 和 James Siderius (2023) “网络虚假信息模型”,经济研究评论 (即将出版)。7 Acemoglu 和 Johnson (2023a),第 10 章。
Johannes WM Osterrieth, James Rampersad, David Madden, Nakul Rampal, Luka Skoric, Bethany Connolly, Mark D. Allendorf, Vitalie Stavila, Jonathan L. Snider, Rob Ameloot, João Marreiros, Conchi Ania, Diana Azevedo, Enrique Vilarrasa-Garcia, Xinca F, Buan, Buan, Hanze, Hanze, Neil. R. Champness, Sarah L. Griffin, Banglin Chen, Rui-Biao Lin, Benoit Coasne, Seth Cohen, Jessica C. Moreton, Yamil J. Colón, Linjiang Chen, Rob Clowes, François-Xavier Coudert, Yong Cui, Bang Hou, Deanna M. D'Alessandro, Payne Dohen, Doen, Doe, Sun, Christian. Michael Thomas Huxley, Jack D. Evans, Paolo Falcaro, Raffaele Ricco, Omar Farha, Karam B. Idrees, Timur Islamoglu, Pingyun Feng, Huajun Yang, Ross S. Forgan, Dominic Bara, Shuhei Furukawa, Eli Sanchez, Jorge Gascon, Selvedin Telalović, Sukho Khamed, Khammed Murji, Murji Murji, Matthew R. Saum. diq, Patricia Horcajada, Pablo Salcedo-Abraira, Katsumi Kaneko, Radovan Kukobat, Jeff Kenvin, Seda Keskin, Susumu Kitagawa, Ken-ichi Otake, Ryan P. Lively, Stephen JA DeWitt, Phillip Llewellyn, Bettina V. Lotsch, Sebastian T. Ender, Alexander M. Pati M. Pati M. al, Javier García-Martínez, Noemi Linares, Daniel Maspoch, Jose A. Suárez del Pino, Peyman Moghadam, Rama Oktavian, Russel E. Morris, Paul S. Wheatley, Jorge Navarro, Camille Petit, David Danaci, Matthew J. Rosseinsky, Alexandros P., Kat Schunder, Martin Xu, Sergeant, Sergian, Sergeant. s Mouchaham, David S. Sholl, Raghuram Thyagarajan, Daniel Siderius, Randall Q. Snurr, Rebecca B. Goncalves, Shane Telfer, Seok J. Lee, Valeska P. Ting, Jemma L. Rowlandson, Takashi Uemura, Tomoya Iiyuka, Monique A. van der Revere, David Revere, Speed, M.J. and Lamaire, Krista S. Walton, Lukas W. Bingel, Stefan Wuttke, Jacopo Andreo, Omar Yaghi, Bing Zhang, Cafer T. Yavuz, Thien S. Nguyen, Felix Zamora, Carmen Montoro, Hongcai Zhou, Angelo Kirchon, and David Fairen-Jimenez*
Johannes W. M. Osterrieth,James Ramper,David Madden,Nakul Rampal,Luke Skoric,Bethany Connolly,Mark。 Santos,Xian-He Sun,Hana Bunzen,Sateh C. Moreton,Jessica C. Moreton。 M. D'Alessandro,Patrick W. Dohenn,MirceaDincă,Chenyue Sun,Christian Doonan,Michael Thomas Huxley,Jack D. Evans,Paolo Falcaro。 Shuhei Furukawa, Eli Sanchez, Jorge Gascon, Selvedin Telalović, Sujit K. Ghosh, Soumya Mukherjee, Matthew R. Hill, Muhammed Munir Sadiq, Patricia Horcajada, Pablo Salcedo-Abraira, Katsumi Kaneko, Radovan Kukobat, Jeff Kenvin, Seda Keskin, Susumu北川。Johannes W. M. Osterrieth,James Ramper,David Madden,Nakul Rampal,Luke Skoric,Bethany Connolly,Mark。 Santos,Xian-He Sun,Hana Bunzen,Sateh C. Moreton,Jessica C. Moreton。 M. D'Alessandro,Patrick W. Dohenn,MirceaDincă,Chenyue Sun,Christian Doonan,Michael Thomas Huxley,Jack D. Evans,Paolo Falcaro。 Shuhei Furukawa, Eli Sanchez, Jorge Gascon, Selvedin Telalović, Sujit K. Ghosh, Soumya Mukherjee, Matthew R. Hill, Muhammed Munir Sadiq, Patricia Horcajada, Pablo Salcedo-Abraira, Katsumi Kaneko, Radovan Kukobat, Jeff Kenvin, Seda Keskin, Susumu北川。A. Dewitt,免费V. Lotsch。拉玛·奥克塔维安(Rama Octavian),俄罗斯莫里斯(Morris),保罗·圣惠特利(Paul St. Wheatley),纳瓦尔(Navarre Cyderius,Randall Q. Snurr,Rebecca B. Concalves,Shane Telfer,Seok J. Lee,Valska P. Ting,Van Speybroeck,Sven M. Rogge,Krista,Christ。 St. Luke W. Bingel,Stefan Wuttke,Andreo Jacopo,Omar Yaghi。
Johannes WM Osterrieth, James Rampersad, David Madden, Nakul Rampal, Luka Skoric, Bethany Connolly, Mark D. Allendorf, Vitalie Stavila, Jonathan L. Snider, Rob Ameloot, João Marreiros, Conchi Ania, Diana Azevedo, Enrique Vilarrasa-Garcia, Xinca F, Buan, Buan, Hanze, Hanze, Neil. R. Champness, Sarah L. Griffin, Banglin Chen, Rui-Biao Lin, Benoit Coasne, Seth Cohen, Jessica C. Moreton, Yamil J. Colón, Linjiang Chen, Rob Clowes, François-Xavier Coudert, Yong Cui, Bang Hou, Deanna M. D'Alessandro, Payne Dohen, Doen, Doe, Sun, Christian. Michael Thomas Huxley, Jack D. Evans, Paolo Falcaro, Raffaele Ricco, Omar Farha, Karam B. Idrees, Timur Islamoglu, Pingyun Feng, Huajun Yang, Ross S. Forgan, Dominic Bara, Shuhei Furukawa, Eli Sanchez, Jorge Gascon, Selvedin Telalović, Sukho Khamed, Khammed Murji, Murji Murji, Matthew R. Saum. diq, Patricia Horcajada, Pablo Salcedo-Abraira, Katsumi Kaneko, Radovan Kukobat, Jeff Kenvin, Seda Keskin, Susumu Kitagawa, Ken-ichi Otake, Ryan P. Lively, Stephen JA DeWitt, Phillip Llewellyn, Bettina V. Lotsch, Sebastian T. Ender, Alexander M. Pati M. Pati M. al, Javier García-Martínez, Noemi Linares, Daniel Maspoch, Jose A. Suárez del Pino, Peyman Moghadam, Rama Oktavian, Russel E. Morris, Paul S. Wheatley, Jorge Navarro, Camille Petit, David Danaci, Matthew J. Rosseinsky, Alexandros P., Kat Schunder, Martin Xu, Sergeant, Sergian, Sergeant. s Mouchaham, David S. Sholl, Raghuram Thyagarajan, Daniel Siderius, Randall Q. Snurr, Rebecca B. Goncalves, Shane Telfer, Seok J. Lee, Valeska P. Ting, Jemma L. Rowlandson, Takashi Uemura, Tomoya Iiyuka, Monique A. van der Revere, David Revere, Speed, M.J. and Lamaire, Krista S. Walton, Lukas W. Bingel, Stefan Wuttke, Jacopo Andreo, Omar Yaghi, Bing Zhang, Cafer T. Yavuz, Thien S. Nguyen, Felix Zamora, Carmen Montoro, Hongcai Zhou, Angelo Kirchon, and David Fairen-Jimenez*
Johannes WM Osterrieth, James Rampersad, David Madden, Nakul Rampal, Luka Skoric, Bethany Connolly, Mark D. Allendorf, Vitalie Stavila, Jonathan L. Snider, Rob Ameloot, João Marreiros, Conchi Ania, Diana Azevedo, Enrique Vilarrasa-Garcia, Xinca F, Buan, Buan, Hanze, Hanze, Neil. R. Champness, Sarah L. Griffin, Banglin Chen, Rui-Biao Lin, Benoit Coasne, Seth Cohen, Jessica C. Moreton, Yamil J. Colón, Linjiang Chen, Rob Clowes, François-Xavier Coudert, Yong Cui, Bang Hou, Deanna M. D'Alessandro, Payne Dohen, Doen, Doe, Sun, Christian. Michael Thomas Huxley, Jack D. Evans, Paolo Falcaro, Raffaele Ricco, Omar Farha, Karam B. Idrees, Timur Islamoglu, Pingyun Feng, Huajun Yang, Ross S. Forgan, Dominic Bara, Shuhei Furukawa, Eli Sanchez, Jorge Gascon, Selvedin Telalović, Sukho Khamed, Khammed Murji, Murji Murji, Matthew R. Saum. diq, Patricia Horcajada, Pablo Salcedo-Abraira, Katsumi Kaneko, Radovan Kukobat, Jeff Kenvin, Seda Keskin, Susumu Kitagawa, Ken-ichi Otake, Ryan P. Lively, Stephen JA DeWitt, Phillip Llewellyn, Bettina V. Lotsch, Sebastian T. Ender, Alexander M. Pati M. Pati M. al, Javier García-Martínez, Noemi Linares, Daniel Maspoch, Jose A. Suárez del Pino, Peyman Moghadam, Rama Oktavian, Russel E. Morris, Paul S. Wheatley, Jorge Navarro, Camille Petit, David Danaci, Matthew J. Rosseinsky, Alexandros P., Kat Schunder, Martin Xu, Sergeant, Sergian, Sergeant. s Mouchaham, David S. Sholl, Raghuram Thyagarajan, Daniel Siderius, Randall Q. Snurr, Rebecca B. Goncalves, Shane Telfer, Seok J. Lee, Valeska P. Ting, Jemma L. Rowlandson, Takashi Uemura, Tomoya Iiyuka, Monique A. van der Revere, David Revere, Speed, M.J. and Lamaire, Krista S. Walton, Lukas W. Bingel, Stefan Wuttke, Jacopo Andreo, Omar Yaghi, Bing Zhang, Cafer T. Yavuz, Thien S. Nguyen, Felix Zamora, Carmen Montoro, Hongcai Zhou, Angelo Kirchon, and David Fairen-Jimenez*
Johannes WM Osterrieth, James Rampersad, David Madden, Nakul Rampal, Luka Skoric, Bethany Connolly, Mark D. Allendorf, Vitalie Stavila, Jonathan L. Snider, Rob Ameloot, João Marreiros, Conchi Ania, Diana Azevedo, Enrique Vilarrasa-Garcia, Xinca F, Buan, Buan, Hanze, Hanze, Neil. R. Champness, Sarah L. Griffin, Banglin Chen, Rui-Biao Lin, Benoit Coasne, Seth Cohen, Jessica C. Moreton, Yamil J. Colón, Linjiang Chen, Rob Clowes, François-Xavier Coudert, Yong Cui, Bang Hou, Deanna M. D'Alessandro, Payne Dohen, Doen, Doe, Sun, Christian. Michael Thomas Huxley, Jack D. Evans, Paolo Falcaro, Raffaele Ricco, Omar Farha, Karam B. Idrees, Timur Islamoglu, Pingyun Feng, Huajun Yang, Ross S. Forgan, Dominic Bara, Shuhei Furukawa, Eli Sanchez, Jorge Gascon, Selvedin Telalović, Sukho Khamed, Khammed Murji, Murji Murji, Matthew R. Saum. diq, Patricia Horcajada, Pablo Salcedo-Abraira, Katsumi Kaneko, Radovan Kukobat, Jeff Kenvin, Seda Keskin, Susumu Kitagawa, Ken-ichi Otake, Ryan P. Lively, Stephen JA DeWitt, Phillip Llewellyn, Bettina V. Lotsch, Sebastian T. Ender, Alexander M. Pati M. Pati M. al, Javier García-Martínez, Noemi Linares, Daniel Maspoch, Jose A. Suárez del Pino, Peyman Moghadam, Rama Oktavian, Russel E. Morris, Paul S. Wheatley, Jorge Navarro, Camille Petit, David Danaci, Matthew J. Rosseinsky, Alexandros P., Kat Schunder, Martin Xu, Sergeant, Sergian, Sergeant. s Mouchaham, David S. Sholl, Raghuram Thyagarajan, Daniel Siderius, Randall Q. Snurr, Rebecca B. Goncalves, Shane Telfer, Seok J. Lee, Valeska P. Ting, Jemma L. Rowlandson, Takashi Uemura, Tomoya Iiyuka, Monique A. van der Revere, David Revere, Speed, M.J. and Lamaire, Krista S. Walton, Lukas W. Bingel, Stefan Wuttke, Jacopo Andreo, Omar Yaghi, Bing Zhang, Cafer T. Yavuz, Thien S. Nguyen, Felix Zamora, Carmen Montoro, Hongcai Zhou, Angelo Kirchon, and David Fairen-Jimenez*