# Predictive gains, causal losses: why interventional competence cannot be learned from data alone

> Толық мәтін ағылшын тілінде

**Published:** 2026 ж. 4 қараша
**Author:** Marcus Thomas
**Source:** arXiv — cs.AI
**Language:** en-US
**HTML:** https://aiqazaqstan.com/kk/articles/predictive-gains-causal-losses-why-interventional-competence-cannot-be-l

arXiv:2611.03861v1 Announce Type: new Abstract: Retaining predictive gains can require persistent errors in a model's response to interventions. For deterministic predictors with finite second moments under squared-error loss, any observational advantage over the best predictor…

> Материал бастапқы дереккөзден алынған: **arXiv — cs.AI**
> [Толық мәтінді arXiv — cs.AI сайтында оқу](https://arxiv.org/abs/2611.03861)

**Тегтер:** #arXiv

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