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Rafael Ferreira da Silva

2 papers indexed

arxivcs.DCcs.AI2026-07-13

Toward Trustworthy Autonomous Science: A Two-Year Community Roadmap

Rafael Ferreira da Silva, Milad Abolhasani, Peter Beaucage, Laura Biven, Michael Bussmann, Kyle Chard, et al.

One year ago, the AISLE roadmap argued that autonomous laboratories operated as isolated islands and proposed a grassroots network organized around five critical dimensions. The field has since moved faster than anticipated. Multi-agent systems have produced experimentally valida…

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arxivcs.AI2026-06-30

An Agentic AI Framework to Accelerate Scientific Discovery in Plant Phenotyping

Renan Souza, Daniel Rosendo, Kelsey Carter, John Lagergren, Frédéric Suter, Shelaine L. Curd, et al.

High-throughput plant phenotyping now generates image derived datasets far faster than scientists can analyze them. At Oak Ridge National Laboratory's Advanced Plant Phenotyping Laboratory (APPL), automated stations image hundreds of plants daily across multiple remote sensing mo…

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