Results 1 to 10 of about 379,828 (307)
Zariski Quantization as Second Quantization [PDF]
Phys.Rev.D85:126012,2012;, 2011 The Zariski quantization is one of the strong candidates for a quantization of the Nambu-Poisson bracket. In this paper, we apply the Zariski quantization for first quantized field theories, such as superstring and supermembrane theories, and clarify ...
Sato, Matsuo
core +2 more sources
Ps and Qs: Quantization-Aware Pruning for Efficient Low Latency Neural Network Inference
Frontiers in Artificial Intelligence, 2021 Efficient machine learning implementations optimized for inference in hardware have wide-ranging benefits, depending on the application, from lower inference latency to higher data throughput and reduced energy consumption.
Benjamin Hawks, J Duarte
exaly +3 more sources
Deep Neural Network Compression With Single and Multiple Level Quantization [PDF]
Proceedings of the AAAI Conference on Artificial Intelligence, 2018 Network quantization is an effective solution to compress deep neural networks for practical usage. Existing network quantization methods cannot sufficiently exploit the depth information to generate low-bit compressed network. In this paper, we propose two novel network quantization approaches, single-level network quantization (SLQ) for high-bit ...
exaly +1 more source
Quantized Graph Neural Networks for Image Classification
Mathematics, 2023 Researchers have resorted to model quantization to compress and accelerate graph neural networks (GNNs). Nevertheless, several challenges remain: (1) quantization functions overlook outliers in the distribution, leading to increased quantization errors; (
Xinbiao Xu +3 more
doaj +1 more source
How to Secure Valid Quantizations
Entropy, 2022 Canonical quantization has created many valid quantizations that require infinite-line coordinate variables. However, the half-harmonic oscillator, which is limited to the positive coordinate half, cannot receive a valid canonical quantization because of
John R. Klauder
doaj +1 more source
BMC Plant Biology, 2023 Background Rhamnus utilis Decne (Rhamnaceae) is an ecologically and economically important tree species. The growing market demands and recent anthropogenic impacts to R. utilis forests has negatively impacted its populations severely. However, little is
Song Guiquan +7 more
doaj +1 more source
A dichotomy color quantization algorithm for the HSI color space
Scientific Reports, 2023 Color quantization is used to obtain an image with the same number of pixels as the original but represented using fewer colors. Most existing color quantization algorithms are based on the Red Green Blue (RGB) color space, and there are few color ...
Xia Yu +5 more
doaj +1 more source
ConvAix: An Application-Specific Instruction-Set Processor for the Efficient Acceleration of CNNs
IEEE Open Journal of Circuits and Systems, 2021 ConvAix is an application-specific instruction-set processor (ASIP) that enables the energy-efficient processing of convolutional neural networks (CNNs) while retaining substantial flexibility through its instruction-set architecture (ISA) based design ...
Andreas Bytyn +2 more
doaj +1 more source
Robust 2-bit Quantization of Weights in Neural Network Modeled by Laplacian Distribution
Advances in Electrical and Computer Engineering, 2021 Significant efforts are constantly involved in finding manners to decrease the number of bits required for quantization of neural network parameters. Although in addition to compression, in neural networks, the application of quantizer models that are ...
PERIC, Z. +3 more
doaj +1 more source
Data reduction through optimized scalar quantization for more compact neural networks
Frontiers in Physics, 2022 Raw data generation for several existing and planned large physics experiments now exceeds TB/s rates, generating untenable data sets in very little time. Those data often demonstrate high dimensionality while containing limited information.
Berthié Gouin-Ferland +2 more
doaj +1 more source