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Approximate FPGA-based LSTMs under Computation Time Constraints

Approximate FPGA-based LSTMs under Computation Time Constraints

7 January 2018
Michalis Rizakis
Stylianos I. Venieris
Alexandros Kouris
C. Bouganis
ArXivPDFHTML

Papers citing "Approximate FPGA-based LSTMs under Computation Time Constraints"

5 / 5 papers shown
Title
MOHAQ: Multi-Objective Hardware-Aware Quantization of Recurrent Neural
  Networks
MOHAQ: Multi-Objective Hardware-Aware Quantization of Recurrent Neural Networks
Nesma M. Rezk
Tomas Nordstrom
D. Stathis
Z. Ul-Abdin
E. Aksoy
A. Hemani
MQ
25
1
0
02 Aug 2021
Multi-Precision Policy Enforced Training (MuPPET): A precision-switching
  strategy for quantised fixed-point training of CNNs
Multi-Precision Policy Enforced Training (MuPPET): A precision-switching strategy for quantised fixed-point training of CNNs
A. Rajagopal
D. A. Vink
Stylianos I. Venieris
C. Bouganis
MQ
16
14
0
16 Jun 2020
Recurrent Neural Networks: An Embedded Computing Perspective
Recurrent Neural Networks: An Embedded Computing Perspective
Nesma M. Rezk
M. Purnaprajna
Tomas Nordstrom
Z. Ul-Abdin
43
81
0
23 Jul 2019
Approximate LSTMs for Time-Constrained Inference: Enabling Fast Reaction
  in Self-Driving Cars
Approximate LSTMs for Time-Constrained Inference: Enabling Fast Reaction in Self-Driving Cars
Alexandros Kouris
Stylianos I. Venieris
Michail Rizakis
C. Bouganis
AI4TS
19
12
0
02 May 2019
Toolflows for Mapping Convolutional Neural Networks on FPGAs: A Survey
  and Future Directions
Toolflows for Mapping Convolutional Neural Networks on FPGAs: A Survey and Future Directions
Stylianos I. Venieris
Alexandros Kouris
C. Bouganis
19
184
0
15 Mar 2018
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