Deep learning radiomics clinical model of PET/CT for predicting lymphovasvular invasion and prognosis in patients with non-small cell lung cancer. [PDF]
Medicine (Baltimore)Yu J +6 more
europepmc +1 more source
Advanced Intelligent Discovery, EarlyView.This article investigates how persistent homology, persistent Laplacians, and persistent commutative algebra reveal complementary geometric, topological, and algebraic invariants or signatures of real‐world data. By analyzing shapes, synthetic complexes, fullerenes, and biomolecules, the article shows how these mathematical frameworks enhance ...
Yiming Ren, Guo‐Wei Wei
wiley +1 more source
High-Performance Deep Learning Systems via DL Sparsity and DL Compiler
Deep learning (DL) has achieved impressive results in many tasks across recognition, decision, and content generation, generating significant economic growth and social benefits. The widespread adoption of DL requires efficient systems that can support large-scale training and reduce the cost of inference.
openaire +1 more source
Application of deep learning in crop research: From genomics to phenomics. [PDF]
Plant GenomeWu Z +9 more
europepmc +1 more source
Holographic Mapping of Orbital Angular Momentum using a Terahertz Diffractive Optical Neural Network
Advanced Intelligent Discovery, EarlyView.A compact six‐layer diffractive optical neural network enables direct recognition and spatial mapping of terahertz (THz) orbital angular momentum (OAM) beams. Fabricated by 3D printing, the system distinguishes nine OAM modes and their superpositions with high fidelity, good efficiency, and low crosstalk, offering a scalable solution for THz ...
Wei Jia +3 more
wiley +1 more source
Face acupoint recognition and localization based on geometric topological relationships. [PDF]
J Tradit Chin MedYifan D, Hongxing Z, Qiang HE.
europepmc +1 more source
An Autonomous Large Language Model‐Agent Framework for Transparent and Local Time Series Forecasting
Advanced Intelligent Discovery, EarlyView.Architecture of the proposed large language model (LLM)‐based agent framework for autonomous time series forecasting in thermal power generation systems. The framework operates through a vertical pipeline initiated by natural language queries from users, which are processed by the LLM Agent Core powered by Llama.cpp and a ReAct loop with persistent ...
William Gouvêa Buratto +5 more
wiley +1 more source
Deep-learning-based radiomics of intratumoral and peritumoral CT images to differentiate benign from malignant parotid tumors. [PDF]
Am J Cancer ResShen Q, Dai J, Han Y, Liu X, Huang K.
europepmc +1 more source
Advanced Intelligent Discovery, EarlyView.Matrix‐assisted laser desorption/ionization imaging‐based identification of reliable small molecule markers across heterogeneous glioblastoma cohorts is challenging with intensity‐only methods. We present spatially informed feature selection (SIFS), a spatially informed framework that prioritizes molecules consistently colocalizing with histopathology.
Shad A. Mohammed +15 more
wiley +1 more source
Performance of Deep Learning in Classifying Age-Related Macular Degeneration From Images: Systematic Review and Meta-Analysis. [PDF]
J Med Internet ResZhu Y +5 more
europepmc +1 more source