AI for 6G Integrated Sensing and Communication: An End-to-End Approach

6G is set to revolutionize wireless communication by integrating sensing and communication (ISAC) systems with artificial intelligence (AI). This talk will explore the role of AI in advancing ISAC for 6G, highlighting the methodologies, opportunities, and challenges in this evolving field. We will discuss how AI can be applied across different layers of ISAC, from receiver-side to end-to-end solutions, and how the shift from black-box to model-driven approaches can enhance system performance. The talk will also cover the potential of distributed AI for ISAC, the balance between AI-native and classical methods, and the importance of security and trustworthiness in AI-driven 6G systems. Key challenges that remain, and the future directions for research and development will be discussed.