Exact Discrete Stochastic Simulation With Deep‐Learning‐Scale Gradient Optimization
A 203,796‐parameter gene regulatory network classifies handwritten digits with 98.4% accuracy using exact stochastic dynamics. The framework decouples forward simulation from backward differentiation, making continuous‐time Markov chain models compatible with deep‐learning optimization.
Jose M. G. Vilar, Leonor Saiz
wiley +1 more source
Math and verbal fluency across adulthood provide insights into aging and individual differences. [PDF]
Gliksman Y, Schwarz I, Naparstek S.
europepmc +1 more source
Electrically Tunable Piezotronic Transistor by Coupling Interface Polar Symmetry and Strain Gradient
A macroscale tip‐induced strain gradient generates bulk piezo‐charges in GaN, enabling bias‐controlled shielding and selective Schottky barrier modulation. This strain‐gradient piezotronic transistor exhibits electrically switchable high‐ and low‐sensitivity states, providing ultrahigh strain sensitivity and wide tunability for adaptive mechanical ...
Gongwei Hu +9 more
wiley +1 more source
Outcomes associated with participation in a sustainability environmental education program: preschool children's life skills and computational thinking. [PDF]
Arabacı M +4 more
europepmc +1 more source
A DLN dataset was built to analyze MABS composition versus in vitro/in vivo osteogenesis and angiogenesis. An MLP neural network, taking BG morphological parameters as input, extracts bioactive features from these datasets. A rabbit tibial defect model then validates 4D‐printed MABS for adaptability and bone regeneration in critical defects.
Xiongjie Liang +12 more
wiley +1 more source
Beyond personality traits: a motivation-self-regulation model of mathematical problem-solving through self-efficacy and mathematical thinking. [PDF]
Wang J, Guo L.
europepmc +1 more source
Bamboo‐like nitrogen‐doped carbon fibers (BNCFs) were synthesized via a vapor‐liquid‐solid catalytic growth method and further integrated with polyaniline to fabricate a freestanding BNCFs/S/PANI cathode. The PANI coating and BNCFs framework synergistically establish an interconnected conductive network with abundant nitrogen‐active sites, thereby ...
Jie Yang +5 more
wiley +1 more source
The importance of a mathematical mindset in different academic disciplines. [PDF]
Xu X, Boaler J, Dieckmann JA.
europepmc +1 more source
A Multimodal Haptic Feedback Interface with Thin‐Film Compliant Mechanism
Multimodal haptic devices can trigger different mechanoreceptors, enabling richer haptic information. This study presents an electromagnetic multimodal haptic device capable of delivering indentation, stretch, and vibration stimuli. The device is enabled by a novel polymer thin‐film compliant mechanism that provides high translational compliance along ...
Jingjing Wan +15 more
wiley +1 more source
Optimal control of Typhoid fever transmission under environmental and public health interventions. [PDF]
Amoah-Mensah J +4 more
europepmc +1 more source

