Functional Faithfulness in the Wild: Circuit Discovery with Differentiable Computation Graph Pruning.
Lei YuJingcheng NiuZining ZhuGerald PennPublished in: CoRR (2024)
Keyphrases
- graph theory
- bipartite graph
- expressive power
- search space
- graph model
- subgraph isomorphism
- knowledge discovery
- high speed
- connected components
- graph matching
- graph theoretic
- pointwise
- spanning tree
- discovery process
- loss function
- circuit design
- community discovery
- data mining
- pruning methods
- causal models
- random walk
- query processing
- objective function
- decision trees