Generalization bound

A formally justified bound on the gap between performance on observed data and performance on an underlying population.

A formally justified bound on the gap between performance on observed data and performance on an underlying population.

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The bound is meaningful only together with its assumptions, probability statement, and dependence on sample and model properties.

Connections

characterizes

Generalization

specialization of

Theoretical guarantee

Has specialization

Research object

Out-of-domain generalization from rephrasability and stability

Produced by Generalization Bounds for Autoregressive Processes and In-Context Learning