Accelerator

LogFlex: Flexible-Bit Log Arithmetic Accelerator for Language Models on Edge
Deploying language models (LMs) on resource-constrained mobile/wearable devices while maintaining the output quality is challenging. To …
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LogFlex: Flexible-Bit Log Arithmetic Accelerator for Language Models on Edge
Performance and Cost Analysis of an Embedded Accelerator Platform for CNN Workloads
Modern artificial intelligence (AI) applications operate on a wide range of systems. Researchers have presented hardware and software …
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Performance and Cost Analysis of an Embedded Accelerator Platform for CNN Workloads
FINEA: An Efficient Neural Network Accelerator Exploiting Factorized Input Features
Modern deep neural network (DNN) models increasingly adopt quantized data formats to alleviate the computational burdens of convolution …
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FINEA: An Efficient Neural Network Accelerator Exploiting Factorized Input Features
HALO: Hybrid Systolic Arrays via Logical Partitioning for Acceleration of Complex-Valued Neural Networks
Complex-Valued Neural Networks (CVNNs) are an emerging class of deep learning models that process data with both real and imaginary …
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HALO: Hybrid Systolic Arrays via Logical Partitioning for Acceleration of Complex-Valued Neural Networks
HyMM: A Hybrid Sparse-Dense Matrix Multiplication Accelerator for GCNs
Graph convolutional networks (GCNs) are emerging neural network models designed to process graph-structured data. Due to massively …
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HyMM: A Hybrid Sparse-Dense Matrix Multiplication Accelerator for GCNs
Performance Analysis of Graph Convolutional Networks on Accelerator Architectures
Graph neural networks의 연산 과정은 높은 희소성을 갖는 행렬 연산을 포함하고 있다. 그러므로, GNN …
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Performance Analysis of Graph Convolutional Networks on Accelerator Architectures
Audio Compression Accelerator Design for Improving the Response Time of AI Speakers
Response time is one of the critical performance factors of artificial intelligence (AI) speakers. The internet network delays and the …
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Audio Compression Accelerator Design for Improving the Response Time of AI Speakers