Causal Abstraction with Soft Interventions

arXiv:2211.12270 · cs.AI · Submitted 2022-11-22 · Read on arXiv

cs.AI

Submitted: 2022-11-22

Updated: 2022-11-22

Terminology

• Abstraction — 104× in this paper · explained in 1 episode
• Alignment — 9× in this paper · explained in 1 episode
• Consistency — 9× in this paper · explained in 3 episodes
• Generalization — 8× in this paper · explained in 13 episodes
• Causal Inference — 4× in this paper · explained in 4 episodes
• Core — 2× in this paper · explained in 2 episodes
• Clustering — 1× in this paper · explained in 2 episodes

Sources

• Causal Consistency of Structural Equation Models
• Abstraction between Structural Causal Models: A Review of Definitions and Properties

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