Neuronal tuning aligns dynamically with object and texture manifolds across the visual hierarchy. [PDF]
Wang B, Ponce CR.
europepmc +1 more source
Deep Learning‐Assisted Coherent Raman Scattering Microscopy
The analytical capabilities of coherent Raman scattering microscopy are augmented through deep learning integration. This synergistic paradigm improves fundamental performance via denoising, deconvolution, and hyperspectral unmixing. Concurrently, it enhances downstream image analysis including subcellular localization, virtual staining, and clinical ...
Jianlin Liu +4 more
wiley +1 more source
Joint learning of nonlinear representation and projection for fast constrained MRSI reconstruction. [PDF]
Li Y +8 more
europepmc +1 more source
Regional manifold learning for disease classification. [PDF]
Ye DH +4 more
europepmc +1 more source
Composition‐Aware Cross‐Sectional Integration for Spatial Transcriptomics
Multi‐section spatial transcriptomics demands coherent cell‐type deconvolution, domain detection, and batch correction, yet existing pipelines treat these tasks separately. FUSION unifies them within a composition‐aware latent framework, modeling reads as cell‐type–specific topics and clustering in embedding space.
Qishi Dong +5 more
wiley +1 more source
Trophic and tectonic limits to the global increase of marine invertebrate diversity. [PDF]
Cermeño P +3 more
europepmc +1 more source
An Autonomous Large Language Model‐Agent Framework for Transparent and Local Time Series Forecasting
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
Manifold parametrizations by eigenfunctions of the Laplacian and heat kernels. [PDF]
Jones PW, Maggioni M, Schul R.
europepmc +1 more source
Droplet‐based microfluidics enables precise, high‐throughput microscale reactions but continues to face challenges in scalability, reproducibility, and data complexity. This review examines how artificial intelligence enhances droplet generation, detection, sorting, and adaptive control and discusses emerging opportunities for clinical and industrial ...
Junyan Lai +10 more
wiley +1 more source
Content-based image retrieval of digitized histopathology in boosted spectrally embedded spaces. [PDF]
Sridhar A, Doyle S, Madabhushi A.
europepmc +1 more source

