Due to their simplicity, vector neurons are versatile and, as we demonstrate, can be incorporated into diverse network architecture backbones, allowing them to process geometry inputs in arbitrary poses. Despite its simplicity, our method performs comparably well in accuracy and generalization with ...
Created byCongyue Deng,Or Litany,Yueqi Duan,Adrien Poulenard,Andrea Tagliasacchi, andLeonidas Guibas. We introduce a general framework built on top of what we call Vector Neurons for creating SO(3) equivariant neural networks. Extending neurons from single scalars to 3D vectors, our vector neuron...
We consider two models of Hopfield-like associative memory with q-valued neurons: Potts-glass neural network (PGNN) and parametrical neural network (PNN). In these models neurons can be in more than two different states. The models have the record characteristics of its storage capacity and noi...
Wang Shoujue.A New Development on ANN in China-Biomimetic Pattern Recognition and Multi Weight Vector Neurons. Lecture notes in artificial intelligence . 2003ShouJue, W.: A new development on ANN in China - Biomimetic pattern recognition and multi weight vector neurons. LNCS(LNAI), vol. 2639...
Backpropagation with N-D Vector-Valued Neurons Using Arbitrary Bilinear Products 来自 Semantic Scholar 喜欢 0 阅读量: 72 作者:ZC Fan,TST Chan,YH Yang,JSR Jang 摘要: Vector-valued neural learning has emerged as a promising direction in deep learning recently. Traditionally, training data for ...
such as neurons of the CNS, but this risk has hindered the progress of these vectors. One strategy to overcome this challenge has been to try directing integration to ‘safe’,heterochromatinregions of the genome, which may minimize the risk ofgene activation(Gijsbers et al., 2010). Alternativ...
Vector-free hiPS cells were maintained in feeder-free and serum-free conditions and differentiated into functional neurons in vitro using a newly developed differentiation protocol. Twenty eight days after transplantation in stroke mice, hiPS-NPCs showed mature neuronal markers in vivo. No tumor ...
1.A chimeric envelope protein capable of pseudotyping an HIV-1 lentivirus vector system to produce pseudotyped particles comprising said chimeric envelope such that the pseudotyped virus particles can facilitate selective retrograde gene transfer into neurons, wherein the chimeric envelope protein comprises ...
If there are Q neurons, the embeddings of all samples evolve in the following manner: (8)f=(f1,…,fN)T→g=(g1,…,gQ)T, where (9)gq=∑i=1Nwq,ifi+wq,0,q=1,…,Q. The embedding combination occurs at least at two layers (e.g., one hidden layer and the output layer). ...
serotype 9 (AAV9) has shown the ability to cross the BBB and transduce neurons.61In murine models, AAV has been shown to persist for greater than 6 months.61Of the ∼35 AVV vectors, AAV2 is the predominant vector used to target neurological diseases. As of 2011, AAV2 accounted for ...