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Artificial Intelligence and Machine Learning (AI/ML), 2024 IEEE International Network Generations Roadmap
November 20 @ 00:00 - 01:00
This talk will overview and discuss the 2024 edition of the Artificial Intelligence and Machine Learning (AI/ML) chapter of the IEEE International Network Generations Roadmap (INGR). It focuses on the comingling of AI/ML and networking in ways that would make the network itself intelligent. This edition recognizes the 6G/IMT-2030 vision and the many AI/ML innovations introduced circa 2023-2024, and explores new potential capabilities enabled and new questions inspired thereof. Beyond enhancing classical network performance KPIs, this edition contemplates what it means to have intelligence in the network and what else can be done with it. Key Topics: · AI/ML-Defined Radio, a radio architecture specifically designed to support AI/ML-based optimization and decision-making in communication functions; · Integrated Sensing, using the wireless communications network to sense the environment; · Reconfigurable Intelligent Surface (RIS), optimizing the configuration of reflective surfaces to reshape radio signal propagations; · Generative-AI (GenAI) for Prediction-Based Networking, using AI/ML to predict and generate content in the network rather than merely replicating data from hop to top, also using GenAI as an alternative to traditional congestion control; · updates on systems analytics, dynamic digital twins, and the Dynamic Data Driven Application Systems (DDDAS) paradigm; · Next-generation AI for next-generation wireless networks, expansive vision that seeks to incorporate such concepts as artificial general intelligence (AGI), the telecom brain, reasoning that recognizes causality, distributed collective intelligence, semantic communication, distributed universal foundation models, etc. into wireless networks. Speaker(s): Baw Chng Agenda: WEBINAR: 7:00 – 8:00 P.M. The Zoom Webinar link and password will be forwarded to all registered participants after Noon on the day of the meeting. Check your spam folder if you don’t see the email. Webinar is open to all. PDH certificates are available and an evaluation form will be emailed to you after the meeting. PDH certificate are sent by IEEE USA 3-4 weeks after the meeting. Virtual: https://events.vtools.ieee.org/m/438468