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| cff-version: 1.2.0 | |
| message: "If you use CausalAtlas, please cite it as below." | |
| title: "CausalAtlas: fact-locked evaluation of perturbation-model grounding and orchestration" | |
| authors: | |
| - family-names: Kim | |
| given-names: JangKeun | |
| version: 0.1.6 | |
| license: Apache-2.0 | |
| abstract: > | |
| A fact-locked evaluation of causal grounding for single-cell perturbation | |
| models and LLM orchestration. On held-out Norman combinations, observed | |
| additive is stronger in aggregate while GEARS is stronger on the non-additive | |
| subset. Cost-conditioned three-tier experiments and offline Replogle analyses | |
| show that orchestration depends on assay cost, prompt and model conditions, | |
| and the scientific objective. | |