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2024 47th International Conference on Telecommunications and Signal Processing (TSP)

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AI-powered Internet Traffic Classification: Future Vision

Traffic classification (TC) is pivotal for network traffic management and security. Over time, TC solutions leveraging Artificial Intelligence (AI) have undergone significant advancements, primarily fueled by Machine Learning (ML). This talk analyzes the history and current state of AI-powered TC on the Internet, highlighting unresolved research questions. Indeed, despite extensive research, key desiderata goals to product-line implementations remain. AI presents untapped potential for addressing the complex and evolving challenges of TC, drawing from successful applications in other domains. Novel ML topics and solutions that address unmet TC requirements are identified, shaping a comprehensive research landscape for the TC future. Last, obstacles hindering AI-powered next-generation solutions are identified.

Domenico Ciuonzo
University of Naples Federico II


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