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#artificial intelligence Open access Oct 2026

Trillion-scale integrated framework for high-throughput materials databases and seamless sharing

Artificial intelligence is accelerating materials discovery, yet for complex systems such as high-entropy alloys, exhaustive exploration of their immense composition spaces is computationally intractable. Here we propose an integrated framework that enables large-scale exploration with reduced resource demands. Our f...

Xiao-Ya Huang, Yu Liu, Shuo Shi et al. · 0 citations
Aug 2026

Deep Reinforcement Learning-Guided Design of Broadband Electromagnetic Wave Absorbing Coatings

Artificial intelligence-assisted design of electromagnetic wave absorbing coatings is often restricted to geometry or topology optimization within fixed materials. Here, we present a modular particle swarm optimization−proximal policy optimization (PSO−PPO) framework for radar-absorbing metastructures that combines a...

Si-Rui Fan, Da Wan, Q. Zou et al. · 0 citations

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