Robust Inverse Material Design With Physical Guarantees Using the Voigt‐Reuss Net
ABSTRACT We apply the Voigt‐Reuss net, a spectrally normalized neural surrogate introduced in [38], for forward and inverse mechanical homogenization with a key guarantee that all predicted effective stiffness tensors satisfy Voigt‐Reuss bounds in the Löwner sense during training, inference, and gradient‐driven optimization.
Sanath Keshav, Felix Fritzen
wiley +1 more source
Flexibility-tuning of dual-display DNA-encoded chemical libraries facilitates cyclic peptide ligand discovery. [PDF]
Petrov D +10 more
europepmc +1 more source
APCformer: an aggregation-perception enhanced convolutional transformer network for MI-EEG decoding. [PDF]
Huang J +6 more
europepmc +1 more source
A secured accreditation and equivalency certification using Merkle mountain range and transformer based deep learning model for the education ecosystem. [PDF]
Krishnan S, Rajendran S, Zakariah M.
europepmc +1 more source
Parallel Lossless Compression of Raw Bayer Images on FPGA-Based High-Speed Camera. [PDF]
Regoršek Ž, Gorkič A, Trost A.
europepmc +1 more source
Recombination and Retroprocessing in Broomrapes Reveal RNA-Mediated Gene Transfer Mechanism and a Generalizable Model for Mitochondrial Evolution in Heterotrophic Plants. [PDF]
Cai L, Havird JC, Jansen RK.
europepmc +1 more source
Screen-Cam Imitation Module for Improving Data Hiding Robustness. [PDF]
Dzhanashia K, Fedosov A, Evsutin O.
europepmc +1 more source
Enhanced information cross-attention fusion for drug-target binding affinity prediction. [PDF]
Fei A +5 more
europepmc +1 more source
Mycobacterium tuberculosis assembles a unique hexameric E2p core of the pyruvate dehydrogenase complex. [PDF]
Hsu HC, Bonnet I, Bryk R, Li H.
europepmc +1 more source
MRI segmentation of head and neck tumors using hybrid attention mechanism and dense dilated spatial pyramid pooling. [PDF]
Han Q +9 more
europepmc +1 more source

