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Stop letting simulator errors in critical regions derail your policies: Sim2Act aligns surrogate fidelity with downstream decision impact, leading to more stable and robust decision-making.
Decoupling table preprocessing from reasoning with QuIeTT unlocks consistent performance gains on table QA benchmarks, even for structurally diverse questions.
Causal priors dramatically improve the robustness of automated feature engineering, reducing performance drops by 4x under distribution shift compared to non-causal methods.
