Enum FederatedStalenessWeighting

Namespace

AiDotNet.Models.Options

Assembly

AiDotNet.dll

Specifies how to down-weight stale updates in asynchronous federated learning.

public enum FederatedStalenessWeighting

Fields

Constant = 0

No additional staleness weighting (constant weight).

Exponential = 2

Weight = exp(-rate * staleness).

Inverse = 1

Weight = 1 / (1 + staleness).

Polynomial = 3

Weight = 1 / (1 + staleness)^rate.

Remarks

For Beginners: If an update was computed on an old global model, it can be less helpful. Staleness weighting reduces the influence of older updates.