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.
Journal of the Royal Statistical Society Series B , year=2020, volume=
3 Pith papers cite this work. Polarity classification is still indexing.
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Pith papers citing it
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2026 3representative citing papers
The clone-censor-weight approach is formalized and tested via simulations before application to a breast cancer cohort comparing 2 versus 5 years of adjuvant tamoxifen, yielding estimates with substantial uncertainty.
ADHD status carries a direct penalty of 0.67 points on high school STEM GPA, with 63% of the total disparity not explained by observed sociodemographic or academic factors.
citing papers explorer
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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.
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Estimating treatment duration effects via clone-censor-weight: a breast cancer case study
The clone-censor-weight approach is formalized and tested via simulations before application to a breast cancer cohort comparing 2 versus 5 years of adjuvant tamoxifen, yielding estimates with substantial uncertainty.
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Causal Fairness Analysis of ADHD Status and High School STEM Outcomes
ADHD status carries a direct penalty of 0.67 points on high school STEM GPA, with 63% of the total disparity not explained by observed sociodemographic or academic factors.