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Accelerating Attention Mechanism on FPGAs based on Efficient Reconfigurable Systolic Array

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

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2019 IEEE 13th International Conference on ASIC (ASICON)
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Non-local Neural Networks
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2021 IEEE International Symposium on High-Performance Computer Architecture (HPCA)
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SpAtten: Efficient Sparse Attention Architecture with Cascade Token and Head Pruning
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inferredcites →https://doi.org/10.1109/isqed51717.2021.9424344openalex-snapshot
Accelerating Transformer-based Deep Learning Models on FPGAs using Column Balanced Block Pruning
inferredcites →https://doi.org/10.1109/lca.2020.2979965openalex-snapshot
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A High-Throughput and Power-Efficient FPGA Implementation of YOLO CNN for Object Detection
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Automated Systolic Array Architecture Synthesis for High Throughput CNN Inference on FPGAs
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inferredcites →https://doi.org/10.1145/3466752openalex-snapshot
MICRO-54: 54th Annual IEEE/ACM International Symposium on Microarchitecture
inferredcites →https://doi.org/10.1145/3476984openalex-snapshot
RiSA: A Reinforced Systolic Array for Depthwise Convolutions and Embedded Tensor Reshaping
inferredcites →https://doi.org/10.1145/3477002openalex-snapshot
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inferredcites →https://doi.org/10.23919/date51398.2021.9474215openalex-snapshot
Hardware-Software Codesign of Weight Reshaping and Systolic Array Multiplexing for Efficient CNNs
inferredcites →https://doi.org/10.4230/lipics.cosit.2022.18openalex-snapshot
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inferredcites →https://doi.org/10.4230/lipics.ecrts.2023.7openalex-snapshot
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inferredcites →https://doi.org/10.48550/arxiv.1804.07461openalex-snapshot
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inferredcites →https://doi.org/10.48550/arxiv.1908.08962openalex-snapshot
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inferredcites →https://doi.org/10.7873/date.2013openalex-snapshot
Design, Automation & Test in Europe Conference & Exhibition (DATE), 2013

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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Optimization Strategies and Algorithms for Accelerating CNN on FPGA: A Comprehensive Review
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DATA: A Memory-Efficient Deformable Transformer Accelerator via Neural Architecture Search
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Hypervision: An on-chip hyperspectral microsystem for online video-rate computational imaging
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