CIRCUS: Circuit Consensus under Uncertainty via Stability Ensembles

1. 1Reframe circuit discovery as a problem of uncertainty over explanations
2. 2Use stability ensembles to address uncertainty in circuit discovery
3. 3Distinguish robust structure from threshold artifacts in circuit discovery

Machine learning researchers and engineers on a team can benefit from CIRCUS as it provides a way to distinguish robust structure from threshold artifacts in circuit discovery, allowing for more accurate and reliable results

💡 Circuit discovery can be reframed as a problem of uncertainty over explanations to address threshold artifacts

🚀 CIRCUS addresses uncertainty in circuit discovery! 🤖