Harnessing Phase Dynamics Across Diverse Frequencies with Multifrequency Oscillatory Neural Networks
Oscillatory Neural Networks (ONNs) are an emerging computing paradigm that encodes information in the phases of coupled oscillators. Traditionally, ONNs have been investigated using homogeneous frequency oscillators. However, physical hardware implementations are inherently subject to frequency mismatches, device variability, and nonuniformities.
Nil Dinç +2 more
wiley +1 more source
Molten salt-directed catalytic synthesis of room-temperature ferromagnetic transition-metal nitride nanosheets. [PDF]
Hu W, Liu R, Zhu Y, Wang C.
europepmc +1 more source
Efficient translation of sequent calculus proofs into natural deduction proofs
Gabriel Ebner, Matthias Schlaipfer
openalex +1 more source
We demonstrate the direct‐laser patterning of a gold thin film on polymethyl methacrylate to fabricate a temperature sensor for dentures. The temperature sensor‐embedded smart dentures are evaluated in an oral environment, enabling in‐situ monitoring for elderly healthcare.
Han Ku Nam +7 more
wiley +1 more source
Analyzing the regulatory framework gaps for gas distribution networks with decreasing natural gas demand in Germany. [PDF]
Oberle S, Gnann T, Wayas L, Wietschel M.
europepmc +1 more source
IAR‐Net: Tabular Deep Learning Model for Interventionalist's Action Recognition
This study presents IAR‐Net, a deep‐learning framework for catheterization action recognition. To ensure optimality, this study quantifies interoperator similarities and differences using statistical tests, evaluates the distribution fidelity of synthetic data produced by six generative models, and benchmarks multiple deep‐learning models.
Toluwanimi Akinyemi +7 more
wiley +1 more source
Optical anisotropy induced by ultra-strong interfacial coupling in CVD-grown WSe<sub>2</sub>/ReSe<sub>2</sub> vertical heterostructures. [PDF]
Guo Y +13 more
europepmc +1 more source
This paper presents an integrated AI‐driven cardiovascular platform unifying multimodal data, predictive analytics, and real‐time monitoring. It demonstrates how artificial intelligence—from deep learning to federated learning—enables early diagnosis, precision treatment, and personalized rehabilitation across the full disease lifecycle, promoting a ...
Mowei Kong +4 more
wiley +1 more source
Ultrafast dynamics of photo-carriers and judge of the band structures of cation-vacancy-ordered Ga<sub>2</sub>Se<sub>3</sub> thin films. [PDF]
He Q +5 more
europepmc +1 more source

