AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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A post-hoc out-of-distribution (OOD) detector reads the activations of a trained classifier and returns a score. It fits that score on in-distribution data, and the benchmarks that evaluate it supply a second piece of OOD data for the fitting itself. Some detectors tune a constant on it. Others fit a direction in featu...
A rule is given that predicts that abstention driven by a wrong-signed score turns out worse than abstention at random on every dataset the authors test, and abstention driven by a wrong-signed score turns out worse than abstention at random on every dataset they test.
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