Accurate prediction of CRISPR editing outcomes in somatic cell lines and zygotes with few-shot learning with inDecay. [PDF]
Zheng W +16 more
europepmc +1 more source
A multi‐fidelity framework integrates sparse direct and abundant indirect electrocaloric measurements. Multi‐objective active learning accelerates BaTiO3‐based electrocaloric materials discovery at –70∘C$^{\circ }{\rm C}$. A diffuse transition enables an electrocaloric strength of 0.06×$\times$10−6 Km/V at –70℃ with an operational temperature span of ...
Bo Wang +8 more
wiley +1 more source
Violation detection in power operation sites based on multi-scale detection and few-shot learning. [PDF]
Wen Y, Wang J, Liu Q, Zhou M, Tian M.
europepmc +1 more source
Drought Stress Mediated Changes in Food Crops: Mechanisms and Remediation Strategies
This work presents a multi‐scale framework for flavonoid‐mediated drought tolerance in staple food crops, integrating ROS redox regulation, antioxidant defense, rhizosphere microbial interactions, and sustainable agronomic practices. This interdisciplinary model provides core insights to develop climate‐resilient cropping systems and enhance global ...
Xiaoyi Duan +5 more
wiley +1 more source
MedNet-FS: a few-shot learning framework for 3D MRI-based knee injury classification. [PDF]
Lu X, Lin H, Sun S, Li H, Ji M.
europepmc +1 more source
A unified time‐series forecasting framework learns transferable battery capacity‐degradation patterns from 20 heterogeneous datasets spanning chemistries, formats, temperatures, and cycling conditions. A single model delivers competitive predictions on both known and previously unseen datasets, while physics‐guided representation learning improves ...
Joey Chan +8 more
wiley +1 more source
A Multi-Modal Few-Shot Learning Framework for Foreign Object Segmentation in GIS Inspection. [PDF]
Liu J +5 more
europepmc +1 more source
Additive Manufacturing of High‐Performance Polymers for Extreme Environments
Additive manufacturing of high‐performance polymers for extreme environments is critically reviewed through an integrated chemistry‐processing‐structure‐property‐qualification framework. The review compares fused filament fabrication, selective laser sintering, and direct ink writing, linking rheology and thermal history to crystallization, defect ...
Md Tofazzal Hossain +7 more
wiley +1 more source
Walking stability prediction for pedestrians using gait energy images and hybrid deep and few-shot learning models. [PDF]
Taha M, Fares A, Yamaguchi H, Zaky AB.
europepmc +1 more source
From Sensing Mechanisms to System Co‐Design: Graphene‐Based Sensors and Readout Circuits
This review establishes a unified PS–EQ–RF framework linking graphene sensing mechanisms, native electrical outputs, and output‐specific readout circuits. Voltage‐, current‐, resistance‐, and capacitance‐type sensing systems are systematically classified to guide architecture selection, low‐noise design, system co‐design, and practical integration ...
Jinduo Zhang +5 more
wiley +1 more source

