ISO/IEC 24029-2:2023
Clause 5: Robustness properties and criteria (domain, stability, sensitivity, relevance, reachability) – ISO/IEC 24029-2:2023

ISO/IEC 24029-2:2023 5.3.1: Express a stability property where noisy inputs must not change the output

What does 5.3.1 require?

To prove that the network stays performant when its inputs carry noise, a stability property is expressed: the degree to which the output stays unchanged while the inputs vary over a stated domain. It may be posed as a closed question (is the variation under a threshold) or an open one (what is the largest stable domain). Stability properties should be used on domains whose expected behaviour has some regularity and are not meaningful for a chaotic system and should be avoided there, although they can still rank competing networks there.

Maintained by Gerard Blokdyk

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