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09/28/2022
Callipepla: Stream Centric Instruction Set and Mixed Precision for Accelerating Conjugate Gradient Solver
The continued growth in the processing power of FPGAs coupled with high ...
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09/06/2022
TAPA: A Scalable Task-Parallel Dataflow Programming Framework for Modern FPGAs with Co-Optimization of HLS and Physical Design
In this paper, we propose TAPA, an end-to-end framework that compiles a ...
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11/24/2021
Serpens: A High Bandwidth Memory Based Accelerator for General-Purpose Sparse Matrix-Vector Multiplication
Sparse matrix-vector multiplication (SpMV) multiplies a sparse matrix wi...
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10/08/2021
Pyxis: An Open-Source Performance Dataset of Sparse Accelerators
Specialized accelerators provide gains of performance and efficiency in ...
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09/22/2021
Sextans: A Streaming Accelerator for General-Purpose Sparse-Matrix Dense-Matrix Multiplication
Sparse-Matrix Dense-Matrix multiplication (SpMM) is the key operator for...
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11/06/2020
Low-Cost Floating-Point Processing in ReRAM for Scientific Computing
We propose ReFloat, a principled approach for low-cost floating-point pr...
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07/21/2020
SparseTrain: Exploiting Dataflow Sparsity for Efficient Convolutional Neural Networks Training
Training Convolutional Neural Networks (CNNs) usually requires a large n...
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02/02/2019
Deep Learning for Vertex Reconstruction of Neutrino-Nucleus Interaction Events with Combined Energy and Time Data
We present a deep learning approach for vertex reconstruction of neutrin...
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01/07/2019
HyPar: Towards Hybrid Parallelism for Deep Learning Accelerator Array
With the rise of artificial intelligence in recent years, Deep Neural Ne...
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06/05/2018
AdvDetPatch: Attacking Object Detectors with Adversarial Patches
Object detectors have witnessed great progress in recent years and have ...
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06/05/2018
DPatch: Attacking Object Detectors with Adversarial Patches
Object detectors have witnessed great progress in recent years and have ...
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08/21/2017
GraphR: Accelerating Graph Processing Using ReRAM
This paper presents GRAPHR, the first ReRAM-based graph processing accel...
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01/07/2017