kaal:claim:4796714-010

Federated learning lacks theoretical guarantees of reliability and robustness, which makes its behavior unpredictable in practical applications.

Source quote, verbatim

Additionally, FL lacks theoretical guarantees that ensure reliability and robustness, making it less predictable for practical applications.

From

Wulf A. Kaal, AI Governance (2024), AI Models: Federated Model, p. 12
https://ssrn.com/abstract=4796714 · source PDF

Cite as

Wulf A. Kaal, AI Governance (2024). SSRN: https://ssrn.com/abstract=4796714

Holds when

applies to federated learning as practiced

Classification

failuresupport: evidencedfailure: absent reliability guaranteefamily: ai-model-and-training-failureresearch-methodslaw-and-legal-systems

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