Furthermore, the backward pass complexity is reduced by 99.35%, 99.99% and 91.40% respectively, thanks to the representation extraction using random projections in ESGNN. Our system paves the way for efficient and fast graph learning in the future. Hardware–software co-design: ESGNN on random...
Our model simulates how the initial representation of memories can be used to train a generative network, which learns to reconstruct memories by capturing the statistical structure of experienced events (or ‘schemas’). First, the hippocampus rapidly encodes an event; then, generative networks grad...
For our purposes it turns out to be much simpler to use the second approach, affording the opportunity to convert the code to use a more compact linearized representation of the upper- or lower-triangular portion of the dissimilarity matrix, thereby reducing the memory footprint. The cost of ...
defget_question_representation(self,embeddings):#与输入一样,先embedding在GRU,将最后的状态作为输出questions=tf.nn.embedding_lookup(embeddings,self.question_placeholder)gru_cell=tf.contrib.rnn.GRUCell(self.config.hidden_size)_,q_vec=tf.nn.dynamic_rnn(gru_cell,questions,dtype=np.float32,sequence_leng...
[MC]) are illustrated within a brain template, and through a graphical representation. Our hypothesised model of brain hierarchies during recognition of memorised and varied musical sequences is enclosed in a red box. Blue, red and black circles illustrate subsequently higher levels of brain ...
Genes were analysed through PANTHER Overrepresentation (test type: Fisher; correction: FDR; functional classification: PANTHER GO-Slim Biological Process, Mus musculus - REFLIST (21997)). RT2 array Differential expression of inflammatory response-associated genes between recent and remote memory was ...
My Desirement I want the Rank1 Cray Pointee and the Rank2 (or 3) representation of the same memory to be handled inside the bounds of the same program unit. Right now, I have to pass through an interface to achieve the desired reshaping. I do not want to explicitly make...
When a kernel calls one of these functions to read texture memory, it performs atexture fetch. A texture fetch is no ordinary memory read though: it can perform filtering and/or translation of values by treating the texture residing in memory as the sampled/discrete representation of a 1D, ...
FIGS. 1A-1D are schematic representations of I-V curves for a memory element comprising a CCL and a memory cell, in accordance with some embodiments. FIG. 2A is a schematic representation of a memory element comprising a CCL, a memory cell, and two signal lines, in accordance with some ...
The geometry stage is responsible for managing all polygon activities and for converting three-dimensional spatial data into a two-dimensional representation of the viewed scene, with properly-transformed polygons. The polygons in the three-dimensional scene, with their applied textures, must then be...