Results 81 to 90 of about 343,225 (391)
Pruning and measures of uncertainty [PDF]
We introduce a new property, pruning, for measures of uncertainty and investigate its consequences. In particular, we derive a new characterization of the additive, subadditive and symmetric entropies without assuming expansibility. Pruning also provides a new motivation for Hartley's entropy.
B. Forte, SEMPI, Carlo
openaire +4 more sources
On Iterative Neural Network Pruning, Reinitialization, and the Similarity of Masks [PDF]
We examine how recently documented, fundamental phenomena in deep learning models subject to pruning are affected by changes in the pruning procedure. Specifically, we analyze differences in the connectivity structure and learning dynamics of pruned models found through a set of common iterative pruning techniques, to address questions of uniqueness of
arxiv
Engineering the Future of Restorative Clinical Peripheral Nerve Surgery
What if damaged nerves could regenerate more effectively? This review unveils cutting‐edge strategies to restore nerve function, from biomaterial scaffolds and bioactive molecules to living engineered tissues. By accelerating axonal regrowth, preserving Schwann cells, and enhancing connectivity, these approaches are reshaping nerve repair—offering new ...
Justin C. Burrell+5 more
wiley +1 more source
What to Prune and What Not to Prune at Initialization
Post-training dropout based approaches achieve high sparsity and are well established means of deciphering problems relating to computational cost and overfitting in Neural Network architectures. Contrastingly, pruning at initialization is still far behind.
openaire +2 more sources
Lookahead: A Far-Sighted Alternative of Magnitude-based Pruning [PDF]
Magnitude-based pruning is one of the simplest methods for pruning neural networks. Despite its simplicity, magnitude-based pruning and its variants demonstrated remarkable performances for pruning modern architectures. Based on the observation that magnitude-based pruning indeed minimizes the Frobenius distortion of a linear operator corresponding to ...
arxiv
An ergonomics analysis of manual versus chainsaw high ladder pruning of Pinus radiata in New Zealand : a thesis in partial fulfilment of the requirements for the degree of Master of Philosophy at Massey University [PDF]
Two methods of ladder pruning Pinus radiata from 4.5 - 6.0 metres were compared using a cost-benefit approach within a framework provided by ergonomics. Chainsaw pruning is practiced in areas of New Zealand where large branches occur.
Ford, Dave
core
Data from a prospective cohort with 112 auditory brainstem implant users are analyzed. Younger age at implantation (<3 years), less severe inner‐ear malformation (common cavity, cochlear aplasia, and hypoplasia), and more intraoperative eABR evoked electrodes (≥60%) are associated with better hearing and speech outcomes.
Yu Zhang+11 more
wiley +1 more source
Based on a well‐established in vitro directed differentiation model and an integrated analysis of high‐density cell lineage trees (CLTs) and single‐cell transcriptomes, it is demonstrated that many subclones are formed by sub‐CLTs resembling each other in terms of both cell type compositions and topological structures.
Xiaoyu Zhang+14 more
wiley +1 more source
Il arrive de temps a autre qu’une œuvre destinee a s’inscrire dans l’intemporalite et l’universalite devienne soudainement la plus actuelle et la plus personnelle qui soit. Et que le corps de l’artiste devienne sa propre source d’inspiration. L’œuvre se reconstruit alors en fresques partiellement autobiographiques, collection d’artefacts histories ...
openaire +5 more sources
MRAS: Master Regulator Analysis of Alternative Splicing
This study developed a computational approach called MRAS, designed to identify master regulators of splicing differences across various biological contexts. In this framework, altered RBP expression, rather than spliceosomal mutations or other modifications, plays a central role in driving these splicing differences.
Lei Zhou+9 more
wiley +1 more source