Enhancing Specific Stiffness of Nano‐Architected Materials Through Generative AI and Active Learning
A structure‐centric generative framework searches voxelated design space directly, coupling a variational autoencoder with multi‐objective optimization and active learning to progressively expand the validated design domain. The discovered nano‐architectures, realized as pyrolytic carbon by two‐photon lithography, deliver 18–23% higher stiffness and 26–
Jinwook Yeo +4 more
wiley +1 more source
A continuum-based reaction-diffusion model for spread of gene silencing in chromosomal inactivation. [PDF]
Paul S, Sun S, Haynes K, Hong T.
europepmc +1 more source
Learning continuous activation fields from microscopic SEM images of lycoperdioid fungi via CNN-guided neural operator modeling. [PDF]
Kumru E +8 more
europepmc +1 more source
Towards unified AI-driven fracture mechanics: the extended deep energy method (XDEM). [PDF]
Wang Y +10 more
europepmc +1 more source
Quantization-Aware Hybrid Anti-Interference Receiver for Partially Connected Arrays with Low-Resolution ADCs. [PDF]
Ni D +5 more
europepmc +1 more source
Comparative Numerical Evaluation of Feed-Spacer Geometries in Reverse Osmosis Modules for Enhanced Water Treatment Sustainability. [PDF]
Al-Sairfi H +4 more
europepmc +1 more source
A spiking continuous attractor network for event-driven neuromorphic robot guidance. [PDF]
Aitsam M +4 more
europepmc +1 more source
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