Path-specific harm decomposition: A partial identification framework

arXiv:2609.29938 · stat.ML, cs.LG · Submitted 2026-09-24 · Read on arXiv

stat.ML, cs.LG

Submitted: 2026-09-24

Updated: 2026-09-24

Code: https://github.com/ruiziyan9/path-specific-causal-harm

Terminology

• Influence Functions — 12× in this paper · explained in 2 episodes
• Consistency — 6× in this paper · explained in 3 episodes
• Causal Inference — 5× in this paper · explained in 4 episodes
• Actual Causality — 4× in this paper · explained in 1 episode
• Benchmark — 3× in this paper · explained in 2 episodes
• Elias — 2× in this paper · explained in 2 episodes
• Empirical Coverage — 2× in this paper · explained in 2 episodes
• Uncertainty Quantification — 2× in this paper · explained in 8 episodes
• Adam — 1× in this paper · explained in 2 episodes
• Additive Decomposition — 1× in this paper · explained in 1 episode
• Aleatoric Uncertainty — 1× in this paper · explained in 5 episodes
• Causal Reasoning — 1× in this paper · explained in 2 episodes
• Core — 1× in this paper · explained in 2 episodes
• Exchangeability — 1× in this paper · explained in 2 episodes
• Reinforcement Learning — 1× in this paper · explained in 4 episodes
• Robustness — 1× in this paper · explained in 5 episodes
• Unified Framework — 1× in this paper · explained in 5 episodes

Sources

• Quadruply robust methods for causal mediation analysis

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