Leveraging Synergies Between AI and Networking to Build Next Generation Edge Networks

Sen Lin; Ming Shi; Anish Arora; Raef Bassily; Elisa Bertino; Constantine Caramanis; Kaushik Chowdhury; Eylem Ekici; Atilla Eryilmaz; Stratis Ioannidis; Nan Jiang; Gauri Joshi; Jim Kurose; Yingbin Liang; Zhiqiang Lin; Jia Liu; Mingyan Liu; Tommaso Melodia; Aryan Mokhtari; Rob Nowak; Sewoong Oh; Srini Parthasarathy; Chunyi Peng; Hulya Seferoglu; Ness Shroff; Sanjay Shakkottai; Kannan Srinivasan; Ameet Talwalkar; Aylin Yener; Lei Ying

doi:10.1109/CIC56439.2022.00013

Leveraging Synergies Between AI and Networking to Build Next Generation Edge Networks

Sen Lin, Ming Shi, Anish Arora, Raef Bassily, Elisa Bertino, Constantine Caramanis, Kaushik Chowdhury, Eylem Ekici, Atilla Eryilmaz, Stratis Ioannidis, Nan Jiang, Gauri Joshi, Jim Kurose, Yingbin Liang, Zhiqiang Lin, Jia Liu, Mingyan Liu, Tommaso Melodia, Aryan Mokhtari, Rob NowakSewoong Oh, Srini Parthasarathy, Chunyi Peng, Hulya Seferoglu, Ness Shroff, Sanjay Shakkottai, Kannan Srinivasan, Ameet Talwalkar, Aylin Yener, Lei Ying

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Abstract

Networking and Artificial Intelligence (AI) are two of the most transformative information technologies over the last few decades. Building upon the synergies of these two powerful technologies, we envision designing next generation of edge networks to be highly efficient, reliable, robust and secure. To this end, in this paper, we delve into interesting and fundamental research challenges and opportunities that span two major broad and symbiotic areas: AI for Networks and Networks for AI. The former deals with the development of new AI tools and techniques that can enable the next generation AI-assisted networks; while the latter focuses on developing networking techniques and tools that will facilitate the vision of distributed intelligence, resulting in a virtuous research cycle where advances in one will help accelerate advances in the other. A wide range of applications will be further discussed to illustrate the importance of the foundational advances developed in these two areas.

Original language	English (US)
Title of host publication	Proceedings - 2022 IEEE 8th International Conference on Collaboration and Internet Computing, CIC 2022
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	16-25
Number of pages	10
ISBN (Electronic)	9781665473002
DOIs	https://doi.org/10.1109/CIC56439.2022.00013
State	Published - 2022
Event	8th IEEE International Conference on Collaboration and Internet Computing, CIC 2022 - Virtual, Online, United States Duration: Dec 14 2022 → Dec 16 2022

Publication series

Name	Proceedings - 2022 IEEE 8th International Conference on Collaboration and Internet Computing, CIC 2022

Conference

Conference	8th IEEE International Conference on Collaboration and Internet Computing, CIC 2022
Country/Territory	United States
City	Virtual, Online
Period	12/14/22 → 12/16/22

ASJC Scopus subject areas

Computer Networks and Communications
Computer Science Applications
Hardware and Architecture
Software
Information Systems and Management

Online availability

10.1109/CIC56439.2022.00013

Library availability

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Cite this

Lin, S., Shi, M., Arora, A., Bassily, R., Bertino, E., Caramanis, C., Chowdhury, K., Ekici, E., Eryilmaz, A., Ioannidis, S., Jiang, N., Joshi, G., Kurose, J., Liang, Y., Lin, Z., Liu, J., Liu, M., Melodia, T., Mokhtari, A., ... Ying, L. (2022). Leveraging Synergies Between AI and Networking to Build Next Generation Edge Networks. In Proceedings - 2022 IEEE 8th International Conference on Collaboration and Internet Computing, CIC 2022 (pp. 16-25). (Proceedings - 2022 IEEE 8th International Conference on Collaboration and Internet Computing, CIC 2022). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/CIC56439.2022.00013

Leveraging Synergies Between AI and Networking to Build Next Generation Edge Networks. / Lin, Sen; Shi, Ming; Arora, Anish et al.
Proceedings - 2022 IEEE 8th International Conference on Collaboration and Internet Computing, CIC 2022. Institute of Electrical and Electronics Engineers Inc., 2022. p. 16-25 (Proceedings - 2022 IEEE 8th International Conference on Collaboration and Internet Computing, CIC 2022).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Lin, S, Shi, M, Arora, A, Bassily, R, Bertino, E, Caramanis, C, Chowdhury, K, Ekici, E, Eryilmaz, A, Ioannidis, S, Jiang, N, Joshi, G, Kurose, J, Liang, Y, Lin, Z, Liu, J, Liu, M, Melodia, T, Mokhtari, A, Nowak, R, Oh, S, Parthasarathy, S, Peng, C, Seferoglu, H, Shroff, N, Shakkottai, S, Srinivasan, K, Talwalkar, A, Yener, A & Ying, L 2022, Leveraging Synergies Between AI and Networking to Build Next Generation Edge Networks. in Proceedings - 2022 IEEE 8th International Conference on Collaboration and Internet Computing, CIC 2022. Proceedings - 2022 IEEE 8th International Conference on Collaboration and Internet Computing, CIC 2022, Institute of Electrical and Electronics Engineers Inc., pp. 16-25, 8th IEEE International Conference on Collaboration and Internet Computing, CIC 2022, Virtual, Online, United States, 12/14/22. https://doi.org/10.1109/CIC56439.2022.00013

Lin S, Shi M, Arora A, Bassily R, Bertino E, Caramanis C et al. Leveraging Synergies Between AI and Networking to Build Next Generation Edge Networks. In Proceedings - 2022 IEEE 8th International Conference on Collaboration and Internet Computing, CIC 2022. Institute of Electrical and Electronics Engineers Inc. 2022. p. 16-25. (Proceedings - 2022 IEEE 8th International Conference on Collaboration and Internet Computing, CIC 2022). doi: 10.1109/CIC56439.2022.00013

Lin, Sen ; Shi, Ming ; Arora, Anish et al. / Leveraging Synergies Between AI and Networking to Build Next Generation Edge Networks. Proceedings - 2022 IEEE 8th International Conference on Collaboration and Internet Computing, CIC 2022. Institute of Electrical and Electronics Engineers Inc., 2022. pp. 16-25 (Proceedings - 2022 IEEE 8th International Conference on Collaboration and Internet Computing, CIC 2022).

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abstract = "Networking and Artificial Intelligence (AI) are two of the most transformative information technologies over the last few decades. Building upon the synergies of these two powerful technologies, we envision designing next generation of edge networks to be highly efficient, reliable, robust and secure. To this end, in this paper, we delve into interesting and fundamental research challenges and opportunities that span two major broad and symbiotic areas: AI for Networks and Networks for AI. The former deals with the development of new AI tools and techniques that can enable the next generation AI-assisted networks; while the latter focuses on developing networking techniques and tools that will facilitate the vision of distributed intelligence, resulting in a virtuous research cycle where advances in one will help accelerate advances in the other. A wide range of applications will be further discussed to illustrate the importance of the foundational advances developed in these two areas.",

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AU - Caramanis, Constantine

AU - Chowdhury, Kaushik

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AU - Nowak, Rob

AU - Oh, Sewoong

AU - Parthasarathy, Srini

AU - Peng, Chunyi

AU - Seferoglu, Hulya

AU - Shroff, Ness

AU - Shakkottai, Sanjay

AU - Srinivasan, Kannan

AU - Talwalkar, Ameet

AU - Yener, Aylin

AU - Ying, Lei

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N2 - Networking and Artificial Intelligence (AI) are two of the most transformative information technologies over the last few decades. Building upon the synergies of these two powerful technologies, we envision designing next generation of edge networks to be highly efficient, reliable, robust and secure. To this end, in this paper, we delve into interesting and fundamental research challenges and opportunities that span two major broad and symbiotic areas: AI for Networks and Networks for AI. The former deals with the development of new AI tools and techniques that can enable the next generation AI-assisted networks; while the latter focuses on developing networking techniques and tools that will facilitate the vision of distributed intelligence, resulting in a virtuous research cycle where advances in one will help accelerate advances in the other. A wide range of applications will be further discussed to illustrate the importance of the foundational advances developed in these two areas.

AB - Networking and Artificial Intelligence (AI) are two of the most transformative information technologies over the last few decades. Building upon the synergies of these two powerful technologies, we envision designing next generation of edge networks to be highly efficient, reliable, robust and secure. To this end, in this paper, we delve into interesting and fundamental research challenges and opportunities that span two major broad and symbiotic areas: AI for Networks and Networks for AI. The former deals with the development of new AI tools and techniques that can enable the next generation AI-assisted networks; while the latter focuses on developing networking techniques and tools that will facilitate the vision of distributed intelligence, resulting in a virtuous research cycle where advances in one will help accelerate advances in the other. A wide range of applications will be further discussed to illustrate the importance of the foundational advances developed in these two areas.

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ER -

Leveraging Synergies Between AI and Networking to Build Next Generation Edge Networks

Abstract

Publication series

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ASJC Scopus subject areas

Online availability

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