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Home/Authors/Gian-Marco Rignanese

Gian-Marco Rignanese

1 indexed paper

Recent (6 mo)
1
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Publications per year

1
26

Top categories

Materials Science×1Emerging Tech×1ML×1physics.app-ph×1physics.comp-ph×1

Frequent co-authors

Anand Babu1×
Rogério Almeida Gouvêa1×

Research Timeline

2026
Towards Automated Discovery: A Review of Generative Models, Multimodal Learning and Closed-Loop Workflows in Inverse Materials Design

This review surveys advanced techniques—including generative models, multimodal learning, and closed-loop workflows—for automated inverse materials design, enabling the targeted discovery of novel crystalline solids.

Highlighted terms show continued research focus across papers

Papers

cond-mat.mtrl-scics.ETcs.LGRecentJun 1, 2026

Towards Automated Discovery: A Review of Generative Models, Multimodal Learning and Closed-Loop Workflows in Inverse Materials Design

Anand Babu, Rogério Almeida Gouvêa, Gian-Marco Rignanese

This review surveys advanced techniques—including generative models, multimodal learning, and closed-loop workflows—for automated inverse materials design, enabling the targeted discovery of novel cry…

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