AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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This work uses Fast Fourier Transform (FFT) representation with EfficientNet-B0 for AI-generated image detection and investigates ECA, U-Net, and Attention U-Net as alternatives to this direct encoder-to-classifier approach.
Machine learning-based Network Intrusion Detection Systems often report near-perfect performance on IoT benchmarks. However, whether these models learn generalizable attack behavior or exploit spurious dataset shortcuts- such as static testbed IP/MAC addresses and chronological recording artifacts-remains an important...
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