Causal Proxy Models for Concept-based Model Explanations.
Zhengxuan WuKarel D'OosterlinckAtticus GeigerAmir ZurChristopher PottsPublished in: ICML (2023)
Keyphrases
- computational model
- probabilistic model
- experimental data
- computational models
- mathematical model
- neural network model
- autoregressive
- prior knowledge
- prediction model
- metamodel
- classification models
- parameter estimation
- bayesian framework
- modeling framework
- causal models
- parametric models
- accurate models
- stochastic model
- generic model
- mathematical models
- predictive model
- influence diagrams
- formal model
- process model
- hybrid model
- hidden variables
- neural network
- model construction
- qualitative models
- analytical model
- learned models
- structural model
- management system
- formal models
- high level