Unifying Invariance and Spuriousity for Graph Out-of-Distribution via Probability of Necessity and Sufficiency.
Xuexin ChenRuichu CaiKaitao ZhengZhifan JiangZhengting HuangZhifeng HaoZijian LiPublished in: CoRR (2024)
Keyphrases
- probability distribution
- random walk
- transition probabilities
- graph theory
- probability distribution function
- graph theoretic
- graph model
- spatial distribution
- weighted graph
- directed graph
- connected components
- conditional probabilities
- structured data
- directed acyclic graph
- image segmentation
- graph databases
- graph representation
- probability model
- power law
- queue size
- expected loss
- single server queue
- graph based algorithm
- class membership
- random graphs
- edge weights
- steady state
- data distribution
- invariant features
- confidence intervals
- graph structure
- probability density function
- gaussian distribution
- graph matching