Linghao Song | DeepAI

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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 ...

0 Linghao Song, et al. ∙

∙ 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 ...

0 Licheng Guo, et al. ∙

∙ 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...

0 Linghao Song, et al. ∙

∙ 10/08/2021

Pyxis: An Open-Source Performance Dataset of Sparse Accelerators

Specialized accelerators provide gains of performance and efficiency in ...

0 Linghao Song, et al. ∙

∙ 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...

0 Linghao Song, et al. ∙

∙ 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...

0 Linghao Song, et al. ∙

∙ 07/21/2020

SparseTrain: Exploiting Dataflow Sparsity for Efficient Convolutional Neural Networks Training

Training Convolutional Neural Networks (CNNs) usually requires a large n...

1 Pengcheng Dai, et al. ∙

∙ 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...

0 Linghao Song, et al. ∙

∙ 01/07/2019

HyPar: Towards Hybrid Parallelism for Deep Learning Accelerator Array

With the rise of artificial intelligence in recent years, Deep Neural Ne...

0 Linghao Song, et al. ∙

∙ 06/05/2018

AdvDetPatch: Attacking Object Detectors with Adversarial Patches

Object detectors have witnessed great progress in recent years and have ...

2 Xin Liu, et al. ∙

∙ 06/05/2018

DPatch: Attacking Object Detectors with Adversarial Patches

Object detectors have witnessed great progress in recent years and have ...

0 Xin Liu, et al. ∙

∙ 08/21/2017

GraphR: Accelerating Graph Processing Using ReRAM

This paper presents GRAPHR, the first ReRAM-based graph processing accel...

0 Linghao Song, et al. ∙

∙ 01/07/2017

Classification Accuracy Improvement for Neuromorphic Computing Systems with One-level Precision Synapses

Brain inspired neuromorphic computing has demonstrated remarkable advant...

0 Yandan Wang, et al. ∙

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