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cs.CL2024★ 1 cited
Language Models as Causal Effect Generators
Lucius E. J. Bynum, Kyunghyun Cho
In this work, we present sequence-driven structural causal models (SD-SCMs), a framework for specifying causal models with user-defined structure and language-model-defined mechani…
cs.AI2024★ 1 cited
A New Paradigm for Counterfactual Reasoning in Fairness and Recourse
Lucius E. J. Bynum, Joshua R. Loftus, Julia Stoyanovich
Counterfactuals and counterfactual reasoning underpin numerous techniques for auditing and understanding artificial intelligence (AI) systems. The traditional paradigm for counterf…