An active learning framework, grounded in independently generated in‐house experimental data, enables reliable discovery of high‐performance interfacial materials for perovskite solar cells. Iterative model refinement autonomously converges toward structurally robust quaternary ammonium architectures, establishing a new design principle for interfacial
Jongbeom Kim +8 more
wiley +1 more source
Structured interconnectivity optimizes neural geometry for balancing specificity and generalization in object recognition. [PDF]
Zhang Y, Liu J, Liu J.
europepmc +1 more source
A hierarchically structured metal–organic framework (eMIL) is shown to host the complete six‐enzyme biosynthesis pathway for the anti‐cancer pigment violacein, reshaping reaction dynamics and multiplying in vitro yields. eMIL nanoreactors deliver this reconstituted bacterial multi‐protein system into mammalian cells, where cell‐derived substrates and ...
Ainur Sharip +12 more
wiley +1 more source
Matrix Viscoelasticity Regulates Dendritic Cell Migration and Immune Priming
Matrix viscoelasticity is a key mechanical feature of the tumor microenvironment but remains poorly understood in immune regulation. Here, we develop a tunable collagen platform to decouple viscoelasticity from stiffness and show that slow‐relaxing matrices constrain dendritic cell migration by limiting actomyosin‐driven matrix remodeling, thereby ...
Wei‐Hung Jung +6 more
wiley +1 more source
Comparison of manifold learning algorithms for identifying geochemical anomalies associated with copper mineralization. [PDF]
Min Y +5 more
europepmc +1 more source
The perspective presents an integrated view of neuromorphic technologies, from device physics to real‐time applicability, while highlighting the necessity of full‐stack co‐optimization. By outlining practical hardware‐level strategies to exploit device behavior and mitigate non‐idealities, it shows pathways for building efficient, scalable, and ...
Kapil Bhardwaj +8 more
wiley +1 more source
Scaling laws of political regime dynamics: stability of democracies and autocracies in the twentieth century. [PDF]
Pirker-Diaz P +3 more
europepmc +1 more source
Information Geometry-Based Two-Stage Track-Before-Detect Algorithm for Multi-Target Detection in Sea Clutter. [PDF]
Liu J, Wu H, Yang Z, Hua X, Cheng Y.
europepmc +1 more source
Improved convergent cross mapping method for causal inference based on decomposition of the Lorenz trajectory. [PDF]
Sunu Z, Ma J, He B, Gan X, Da C.
europepmc +1 more source
Reliability of a convolutional neural network in segmenting multiple sclerosis lesions from MRI: Impact of data augmentation, image modality and tolerance with U-Net architecture. [PDF]
Szekely-Kohn AC +6 more
europepmc +1 more source

