A nonparametric sensitivity framework supplies bounds on the controlled direct effect of contagion in fixed-in-time networks by quantifying the latent homophily strength required to explain away observed connected-dyad associations, with a simulation study and application to 2008 U.S. House TARP vot
Xuezhi Wang, Jason Wei, Dale Schuurmans, Quoc V
2 Pith papers cite this work. Polarity classification is still indexing.
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CIVeX maps agent tool calls to structural causal queries, checks identifiability, and issues auditable verdicts to prevent false executions while preserving utility on confounded benchmarks.
citing papers explorer
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A Sensitivity Framework for Identifying Contagion under Latent Homophily for Fixed-in-Time Network Analyses, with an Application to U.S. House Congressional Voting
A nonparametric sensitivity framework supplies bounds on the controlled direct effect of contagion in fixed-in-time networks by quantifying the latent homophily strength required to explain away observed connected-dyad associations, with a simulation study and application to 2008 U.S. House TARP vot
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CIVeX: Causal Intervention Verification for Language Agents
CIVeX maps agent tool calls to structural causal queries, checks identifiability, and issues auditable verdicts to prevent false executions while preserving utility on confounded benchmarks.