GOOD.ood_algorithms.algorithms

This module is for OOD algorithms. It is a good idea to inherit the BaseOOD class for new OOD algorithm designs.

Modules

GOOD.ood_algorithms.algorithms.BaseOOD	Base class for OOD algorithms
GOOD.ood_algorithms.algorithms.CIGA	Implementation of the CIGA algorithm from "Learning Causally Invariant Representations for Out-of-Distribution Generalization on Graphs" paper
GOOD.ood_algorithms.algorithms.Coral	Implementation of the Deep Coral algorithm from "Deep CORAL: Correlation Alignment for Deep Domain Adaptation" paper
GOOD.ood_algorithms.algorithms.DANN	Implementation of the DANN algorithm from "Domain-Adversarial Training of Neural Networks" paper
GOOD.ood_algorithms.algorithms.DIR	Implementation of the DIR algorithm from "Discovering Invariant Rationales for Graph Neural Networks" paper
GOOD.ood_algorithms.algorithms.EERM	Implementation of the EERM algorithm from "Handling Distribution Shifts on Graphs: An Invariance Perspective" paper
GOOD.ood_algorithms.algorithms.ERM	Implementation of the baseline ERM
GOOD.ood_algorithms.algorithms.GIL	Implementation of the GIL algorithm from "Learning Invariant Graph Representations for Out-of-Distribution Generalization" paper
GOOD.ood_algorithms.algorithms.GSAT	Implementation of the GSAT algorithm from "Interpretable and Generalizable Graph Learning via Stochastic Attention Mechanism" paper
GOOD.ood_algorithms.algorithms.GroupDRO	Implementation of the GroupDRO algorithm from "Distributionally Robust Neural Networks for Group Shifts: On the Importance of Regularization for Worst-Case Generalization" paper
GOOD.ood_algorithms.algorithms.IRM	Implementation of the IRM algorithm from "Invariant Risk Minimization" paper
GOOD.ood_algorithms.algorithms.Mixup	Implementation of the Mixup algorithm from "Mixup for Node and Graph Classification" paper
GOOD.ood_algorithms.algorithms.SRGNN	Implementation of the SRGNN algorithm from "Shift-Robust GNNs: Overcoming the Limitations of Localized Graph Training Data" paper
GOOD.ood_algorithms.algorithms.VREx	Implementation of the VREx algorithm from "Out-of-Distribution Generalization via Risk Extrapolation (REx)" paper