evidential_mse_loss

probly.losses.torch.evidential_mse_loss(alphas: Tensor, targets: Tensor) Tensor[source]

Evidential mean squared error loss from [SKK18].

Implements the evidential MSE loss for classification uncertainty estimation, combining prediction error and predictive variance under a Dirichlet distribution.

Parameters:
  • alphas – Dirichlet concentration parameters, shape (B, C).

  • targets – Ground-truth class labels, shape (B,).

Returns:

Scalar evidential mean squared error loss averaged over the batch.

Examples using probly.losses.torch.evidential_mse_loss

Evidential on Two Moons

Evidential on Two Moons