Performance–Complexity Trade‐Offs in Battery Lifetime Prediction with Task‐Aware Transformers
Advanced Science, EarlyView.FAST‐BatPro integrates convolutional feature extraction, flash Attention, and sparse attention for efficient battery lifetime prediction. Using limited early‐cycle data across multiple chemistries and operating conditions, it achieves robust accuracy while reducing inference latency, computational cost, and energy consumption.
Jingyuan Zhao +9 more
wiley +1 more source
Deep manifold learning reveals hidden developmental dynamics of a human embryo model. [PDF]
Sci AdvChen K +5 more
europepmc +1 more source
Mapping Phenotypic Plasticity upon the Cancer Cell State Landscape Using Manifold Learning. [PDF]
Cancer Discov, 2022 Burkhardt DB +4 more
europepmc +1 more source
Advanced Science, EarlyView.Deep‐learning‐based signal enhancement is an effective way to recover high‐resolution details from a low‐resolution chromatin contact map. However, due to computational challenges, existing methods commonly divide up the contact map into small patches and create artificial discontinuities at patch boundaries.
Qinyao Li +6 more
wiley +1 more source
Genetic algorithm-based feature selection with manifold learning for cancer classification using microarray data. [PDF]
BMC Bioinformatics, 2023 Wang Z +5 more
europepmc +1 more source
Discriminative Transfer Learning on Manifold [PDF]
Proceedings of the 2013 SIAM International Conference on Data Mining, 2013 Zheng Fang 0013, Zhongfei Zhang
openaire +1 more source
The Mind From Within: Visceral Roots of Human Cognition
Advanced Science, EarlyView.The physiological activity of visceral organs, such as the heart, the lungs, and the gut, is surprisingly linked to many sophisticated mental operations, such as remembering the past, being aware of ourselves, making choices, and forging social bonds.
Alessandro Monti +1 more
wiley +1 more source
Real-Time EEG Decoding of Motor Imagery via Nonlinear Dimensionality Reduction (Manifold Learning) and Shallow Classifiers. [PDF]
Biosensors (Basel)Kucukselbes H, Sayilgan E.
europepmc +1 more source
Generation of Probabilistic Bits by Exploiting Orthogonal Spin Currents in Magnetic Trilayers
Advanced Science, EarlyView.Fe/Ti/CoFeB trilayers generate orthogonal spin currents that drive stochastic spin–orbit‐torque switching for probabilistic‐bit operation. The switching probability is continuously controlled by the in‐plane magnetic field and drive current, enabling tunable random bit generation.
Donghyeon Han +17 more
wiley +1 more source
TaGra: an open Python package for easily generating graphs from data tables through manifold learning. [PDF]
PeerJ Comput SciTorre D, Chicco D.
europepmc +1 more source