Engineer friends often ask me: Graph Deep Learning sounds great, but are there any big commercial success stories? Is it being deployed in practical applications? Besides the obvious ones–recommendation systems at Pinterest, Alibaba and Twitter–a slightly nuanced success story is the Transformer architecture, which has taken the NLP industry by storm. Through this post, I want to establish links between Graph Neural Networks (GNNs) and Transformers. I’ll talk about the intuitions behind model architectures in the NLP and GNN communities, make connections using equations and figures, and discuss how we could work together to drive progress.
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D. Billsus, и M. Pazzani. ICML '98: Proceedings of the Fifteenth International Conference on Machine Learning, стр. 46--54. San Francisco, CA, USA, Morgan Kaufmann Publishers Inc., (1998)
W. Lee. ICML '01: Proceedings of the Eighteenth International Conference on Machine Learning, стр. 314--321. San Francisco, CA, USA, Morgan Kaufmann Publishers Inc., (2001)
P. Cimiano, A. Hotho, и S. Staab. Proceedings of the European Conference on Artificial Intelligence (ECAI'04), стр. 435-439. Valencia, Spain, IOS Press, (2004)
J. Völker, D. Vrandecic, Y. Sure, и A. Hotho. Proceedings of the European Semantic Web Conference, ESWC2007, том 4519 из Lecture Notes in Computer Science, Springer-Verlag, (июля 2007)
P. Cimiano, J. Völker, и R. Studer. Information, Wissenschaft und Praxis, 57 (6-7):
315-320(октября 2006)see the special issue for more contributions related to the Semantic Web.
P. Cimiano, и J. Völker. Proceedings of the 10th International Conference on Applications of Natural Language to Information Systems (NLDB), том 3513 из Lecture Notes in Computer Science, стр. 227-238. Alicante, Spain, Springer, (июня 2005)
P. Turney. ACL-44: Proceedings of the 21st International Conference on Computational Linguistics and the 44th annual meeting of the Association for Computational Linguistics, стр. 313--320. Morristown, NJ, USA, Association for Computational Linguistics, (2006)
J. Tang, H. fung Leung, Q. Luo, D. Chen, и J. Gong. IJCAI'09: Proceedings of the 21st international jont conference on Artifical intelligence, стр. 2089--2094. San Francisco, CA, USA, Morgan Kaufmann Publishers Inc., (2009)
S. Rudolph, J. Völker, и P. Hitzler. Proceedings of the 15th International Conference on Conceptual Structures (ICCS 2007), том 4604 из Lecture Notes in Artificial Intelligence, стр. 488-491. Berlin, Heidelberg, Springer-Verlag, (июля 2007)
B. Omelayenko. Proceedings of the International Workshop on Web Dynamics, held in conj. with the 8th International Conference on Database Theory (ICDT’01), London, UK, (2001)
C. Brewster, F. Ciravegna, и Y. Wilks. NLDB '02: Proceedings of the 6th International Conference on Applications of Natural Language to Information Systems-Revised Papers, стр. 203--207. London, UK, Springer-Verlag, (2002)
L. Silva, и L. Jayaratne. Applications of Digital Information and Web Technologies, 2009. ICADIWT '09. Second International Conference on the, стр. 446-451. (августа 2009)
A. Plangprasopchok, и K. Lerman. WWW '09: Proceedings of the 18th international conference on World wide web, стр. 781--790. New York, NY, USA, ACM, (2009)
D. Krompass, M. Nickel, и V. Tresp. International Conference on Data Science and Advanced Analytics, DSAA 2014, Shanghai, China, October 30 - November 1, 2014, стр. 18--24. IEEE, (2014)