Causal‐Guided Ultra‐Long‐Term Time Series Forecasting Via Anticipated Covariates
Often treated as unknown, information from the future remains underutilized.We demonstrate that in a coupled dynamical system, providing the future state of the effect enables accurate forecasting of the cause for a long timesteps. A time series forecasting paradigm that introduces anticipated covariates to represent such known future states is ...
Jintong Zhao +4 more
wiley +1 more source
Bayesian Graphical Models for Multiscale Inference in Medical Image-Based Joint Degeneration Analysis. [PDF]
Kumar R +7 more
europepmc +1 more source
Polarization Dynamics in Ferroelectrics: Insights Enabled by Machine Learning Molecular Dynamics
Machine learning molecular dynamics is presented as a route to capture polarization switching, domain wall kinetics, topological polar textures, and polar mechanical coupling beyond the limits of conventional atomistic methods. This Perspective surveys recent progress and identifies key methodological directions, including long‐range electrostatics ...
Dongyu Bai +3 more
wiley +1 more source
Epistemic uncertain computing for intrusion detection with explainability & multi-criteria optimization using AA-NLS and GRUSO-GRU. [PDF]
Kiruthika K +3 more
europepmc +1 more source
CHCHD10 loss in Alzheimer's disease is associated with mitochondrial dysfunction, epigenomic disruption, and tau pathology. Restoration of CHCHD10 shifts DNA methylation toward a non‐disease state and reduces tau and amyloid pathology, with KATNAL2 acting as a downstream effector.
Teresa M. Thomas +13 more
wiley +1 more source
Public opinion dissemination simulation based on large language model multi-agent systems. [PDF]
Lan H, Hu H, Guo PC, Huang Q.
europepmc +1 more source
Tumor Ca2+ interference therapy suffers from self‐protective Ca2+ metabolic autoregulation. In this scenario, a versatile metal‐phenolic nanocluster (TCMH) is engineered to modulate mitochondrial calcium uniporter (MCU) ‐mediated mito‐Ca2+ metabolic autonomy.
Ronglong Chen +13 more
wiley +1 more source
Early-Warning System for Antimicrobial Resistance in <i>Campylobacter</i> in the Broiler Production Chain from High-Level Indicators-A Graph-Based Machine Learning and Bayesian Approach. [PDF]
Csorba S +8 more
europepmc +1 more source
Conventional single‐gradient freeze‐casting typically produces unidirectional porous architectures with limited transverse connectivity. The Sequential Hybridization by Infiltration and Freeze‐casting Technique (SHIFT) addresses this constraint by integrating secondary aligned structures within a preformed primary scaffold.
Kiho Sung, Sungchul Shin
wiley +1 more source
Probabilistic Modeling and Prediction of Continuous FRP Degradation Curves Based on CSDI Diffusion Models. [PDF]
Yue Y +6 more
europepmc +1 more source

