AWhat changed
Integrated LLM-based idea generation, experiment coding/execution, analysis, manuscript drafting and simulated reviewing within human-provided ML research templates.
Scientific scope
Integrated LLM-based idea generation, experiment coding/execution, analysis, manuscript drafting and simulated reviewing within human-provided ML research templates. Original framework depends on human templates, models, evaluation and computing. Automated-review thresholds are not acceptance by an actual conference; generated manuscripts are not certified discoveries. Only non-biological ML workflow acquired. Code execution, paid model use and paper evaluation were not replayed here.
Evidence
The linked original sources describe the stated contribution and its evidence limits. WRS has not independently rerun the experiments or certified a proof. Original framework depends on human templates, models, evaluation and computing. Automated-review thresholds are not acceptance by an actual conference; generated manuscripts are not certified discoveries. Only non-biological ML workflow acquired. Code execution, paid model use and paper evaluation were not replayed here.
Contributors
- Source-listed authors and technical contributors · SCIENCE: Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.
- The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
- Lu et al.: templated end-to-end automated ML research workflow — author/institutional project
Provisional WRS assessment, edition 2026-10-16.1. Independent expert calibration is pending. This grade does not certify correctness or assign ownership.
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