This paper introduces a resource‐aware Contrastive Scattering Meta‐Learning (CSML) framework for acoustic anomaly detection. By leveraging training‐free wavelet scattering and metric‐based meta‐learning, the model achieves competitive performance with only 50 K learnable parameters—a 98% reduction compared to state‐of‐the‐art frameworks—enabling ...
Rami Zewail, Bassem Mokhtar
wiley +1 more source
Traumatic Brain Injury in an Elite Adolescent Soccer Goalkeeper: A Case Report. [PDF]
Drummond A +3 more
europepmc +1 more source
Exploiting Ferroelectric and Spintronic Dynamics for Neural Network Computation
Ferroelectric and spintronic devices, relying on the control of polarization and magnetization, offer intrinsically fast, durable, energy‐efficient, and low‐latency building blocks for analog in‐memory computing. The hysteretic dynamics of an order parameter are leveraged to provide nonvolatile, multistate memory and nonlinear switching. Brain‐inspired
Dashiell Harrison +4 more
wiley +1 more source
Oxygen Consumption and Oxygen Pulse Patterns in Two Pediatric Patients With Pulmonary Hypertension and Different Clinical Responses: A Case Report. [PDF]
VanderWilde AJ +8 more
europepmc +1 more source
An agentic AI‐driven decision‐support framework for prosumers is proposed, integrating PV generation, load profiling, and multihorizon optimization within a four‐agent architecture. The approach significantly reduces grid dependence, enhances self‐sufficiency and prevents system oversizing.
Adela BÂRA, Simona‐Vasilica OPREA
wiley +1 more source
Scene‐Customized Learning for Multi‐Depth 3D Phase‐Only Hologram Generation
Scene‐customized geometric modeling constructs GM‐4K, a controllable 4K RGB‐D dataset for learning‐based multi‐depth hologram generation. By tuning intensity spectra and depth‐region sampling, the dataset reveals how training‐data statistics affect phase‐only hologram encoding and supports a spectral test framework for evaluating model generalization ...
Yanan Zhang +5 more
wiley +1 more source
Creating a Cardio-Obstetrics Elective as a Fellow in Training. [PDF]
Varma B +5 more
europepmc +1 more source
Emotional Intelligence and Academic Performance among Male and Female Medical Undergraduates in rural Sindh province, Pakistan. [PDF]
Qureshi SB, Usmani A, Tariq J.
europepmc +1 more source
The AI Innerve Algorithm: Automatic Reproducible Reading for Intraepidermal Nerve Fiber Density Analysis, a New Tool for Small-Fiber Neuropathy Diagnosis. [PDF]
Labeyrie C +11 more
europepmc +1 more source
MARS MRI Abnormalities in Asymptomatic Revision Total Hip Arthroplasty Patients With a Titanium Sleeved Ceramic Head. [PDF]
Driesman AS +6 more
europepmc +1 more source

