Search Results - RepositoryStats

19

192

gpl-3.0

2

GOOD: A Graph Out-of-Distribution Benchmark [NeurIPS 2022 Datasets and Benchmarks]

pytorch graph-ood deep-learning pytorch-geometric distribution-shift invariant-learning graph-neural-networks out-of-distribution-generalization

Created 2022-06-05

226 commits to GOODv1 branch, last one about a month ago

DIR-GNN Wuyxin

16

124

mit

4

Official code of "Discovering Invariant Rationales for Graph Neural Networks" (ICLR 2022)

pytorch iclr2022 causality generalization causal-discovery interpretability invariant-learning graph-neural-networks

Created 2022-01-29

50 commits to main branch, last one about a year ago

CIGA LFhase

11

110

mit

3

[NeurIPS 2022] Learning Causally Invariant Representations for Out-of-Distribution Generalization on Graphs

drug-discovery causal-inference distribution-shift invariant-learning graph-neural-networks graph-representation-learning causal-representation-learning out-of-distribution-generalization

Created 2022-10-06

30 commits to main branch, last one about a year ago

MorphoSymm Danfoa

4

73

mit

1

Tools for exploiting Morphological Symmetries in robotics

robotics symmetries group-theory legged-robotics symmetric-robots dynamical-systems symmetry-analysis invariant-learning equivariant-control representation-theory representation-learning morphological-symmetries equivariant-neural-networks

Created 2022-01-12

99 commits to main branch, last one a day ago

KGRec HKUDS

5

73

apache-2.0

1

[KDD'2023] "KGRec: Knowledge Graph Self-Supervised Rationalization for Recommendation"

knowledge-graph rationalization invariant-learning recommender-systems graph-neural-networks self-supervised-learning

Created 2023-06-02

7 commits to main branch, last one 9 months ago

PAIR LFhase

4

52

mit

1

[ICLR 2023, ICLR DG oral] PAIR, the optimizer and model selection criteria for OOD Generalization

optimization model-selection causal-inference invariant-learning domain-generalization multi-objective-optimization out-of-distribution-generalization

Created 2023-02-17

25 commits to main branch, last one 11 months ago

RGCL lsh0520

2

40

unknown

1

Ratioanle-aware Graph Contrastive Learning codebase

icml2022 explainability generalization interpretability graph-pretraining invariant-learning graph-contrastive-learning invariant-rationale-discovery

Created 2022-05-29

26 commits to main branch, last one about a year ago

FeAT LFhase

1

29

unknown

1

[NeurIPS 2023] Understanding and Improving Feature Learning for Out-of-Distribution Generalization

feature-learning invariant-learning domain-generalization spurious-correlations out-of-distribution-generalization

Created 2023-10-30

8 commits to main branch, last one 9 months ago