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Out-of-Distribution Detection on MNIST vs EMNIST (test)

96.1AUROCDIMS
62.50871.22979.9588.671May 14, 2026

Evaluation results

MethodLinks
DIMSBackbone=LeNet, Hessian Approximation=low-rank, Parameter samples=100, friction coefficient=0.52026.0596.1
RLABackbone=LeNet, Hessian Approximation=low-rank, Parameter samples=1002026.0584.6
LINLABackbone=LeNet, Hessian Approximation=low-rank, Parameter samples=1002026.0572.8
LABackbone=LeNet, Hessian Approximation=low-rank, Parameter samples=1002026.0563.8