Neurocompositional AI

Embedding symbolic computation within neural computation via Tensor Product Representations

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Neurocompositional computing in human and machine intelligence: A tutorial

Paul Smolensky, R. Thomas McCoy, Roland Fernandez, Matthew Goldrick, Jianfeng Gao

MSR-TR-2022-5 | May 2022

作者：Microsoft

52 pages main text, 78 pages total, 11 figures, 2 Appendices, 239 references. For a short presentation of some of this material, see https://arxiv.org/abs/2205.01128 (to appear in AI Magazine).

Neurocompositional computing: From the Central Paradox of Cognition to a new generation of AI systems

Paul Smolensky, R. Thomas McCoy, Roland Fernandez, Matthew A. Goldrick, Jianfeng Gao

AI Mag. | May 2022, 第 43 卷: pp. 308-322

Publication
Compositional Processing Emerges in Neural Networks Solving Math Problems

Jacob Russin, Roland Fernandez, Hamid Palangi, Eric Rosen, N. Jojic, Paul Smolensky, Jianfeng Gao

CogSci … Annual Conference of the Cognitive Science Society. Cognitive Science Society (U.S.). Conference | May 2021, 第 2021 卷: pp. 1767-1773

Publication Publication

Neurocompositional computing in human and machine intelligence: A tutorial

Paul Smolensky, R. Thomas McCoy, Roland Fernandez, Matthew Goldrick, Jianfeng Gao

MSR-TR-2022-5 | May 2022

作者：Microsoft

52 pages main text, 78 pages total, 11 figures, 2 Appendices, 239 references. For a short presentation of some of this material, see https://arxiv.org/abs/2205.01128 (to appear in AI Magazine).

Neurocompositional computing: From the Central Paradox of Cognition to a new generation of AI systems

Paul Smolensky, R. Thomas McCoy, Roland Fernandez, Matthew A. Goldrick, Jianfeng Gao

AI Mag. | May 2022, 第 43 卷: pp. 308-322

Publication

Compositional Processing Emerges in Neural Networks Solving Math Problems

Jacob Russin, Roland Fernandez, Hamid Palangi, Eric Rosen, N. Jojic, Paul Smolensky, Jianfeng Gao

CogSci … Annual Conference of the Cognitive Science Society. Cognitive Science Society (U.S.). Conference | May 2021, 第 2021 卷: pp. 1767-1773

Publication Publication
Neurocompositional computing in human and machine intelligence: A tutorial

Paul Smolensky, R. Thomas McCoy, Roland Fernandez, Matthew Goldrick, Jianfeng Gao

MSR-TR-2022-5 | May 2022

作者：Microsoft

52 pages main text, 78 pages total, 11 figures, 2 Appendices, 239 references. For a short presentation of some of this material, see https://arxiv.org/abs/2205.01128 (to appear in AI Magazine).

Neurocompositional computing: From the Central Paradox of Cognition to a new generation of AI systems

Paul Smolensky, R. Thomas McCoy, Roland Fernandez, Matthew A. Goldrick, Jianfeng Gao

AI Mag. | May 2022, 第 43 卷: pp. 308-322

Publication

Compositional Processing Emerges in Neural Networks Solving Math Problems

Jacob Russin, Roland Fernandez, Hamid Palangi, Eric Rosen, N. Jojic, Paul Smolensky, Jianfeng Gao

CogSci … Annual Conference of the Cognitive Science Society. Cognitive Science Society (U.S.). Conference | May 2021, 第 2021 卷: pp. 1767-1773

Publication Publication
Neurocompositional computing in human and machine intelligence: A tutorial

Paul Smolensky, R. Thomas McCoy, Roland Fernandez, Matthew Goldrick, Jianfeng Gao

MSR-TR-2022-5 | May 2022

作者：Microsoft

52 pages main text, 78 pages total, 11 figures, 2 Appendices, 239 references. For a short presentation of some of this material, see https://arxiv.org/abs/2205.01128 (to appear in AI Magazine).