Author

M. Cranmer

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Review Open access Oct 2026

Denario Project: Deep Knowledge Artificial Intelligence Agents for Scientific Discovery

We present , an Artificial Intelligence (AI) multiagent system designed to serve as a scientific research assistant. can perform many different tasks, such as generating ideas, checking the literature, developing research plans, writing and executing code, making plots, and drafting a scientific paper. The system has...

F. Villaescusa-Navarro, B. Bolliet, Pablo Villanueva-Domingo et al. · PRX Intelligence · 1 citation

#machine learning Jun 2026

ThousandWorlds: A benchmark for climate emulation of potentially habitable exoplanets

ThousandWorlds is introduced, an ML-ready benchmark for exoclimate emulation and for the broader regime of low-data, multi-simulator, parameter-to-field regression, and GP-based methods perform best, suggesting that ThousandWorlds exposes a regime where off-the-shelf deep learning does not yet succeed.

Edward T Stevenson, Mei-Ting Mak, E. Wolf et al. · arXiv.org · 1 citation