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09/19/2023
DeepliteRT: Computer Vision at the Edge
The proliferation of edge devices has unlocked unprecedented opportuniti...
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04/18/2023
DeepGEMM: Accelerated Ultra Low-Precision Inference on CPU Architectures using Lookup Tables
A lot of recent progress has been made in ultra low-bit quantization, pr...
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08/09/2022
Rapid design space exploration of multi-clock domain MPSoCs with hybrid prototyping
This paper presents novel techniques of using hybrid prototyping for ear...
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07/18/2022
Accelerating Deep Learning Model Inference on Arm CPUs with Ultra-Low Bit Quantization and Runtime
Deep Learning has been one of the most disruptive technological advancem...
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06/24/2022
QReg: On Regularization Effects of Quantization
In this paper we study the effects of quantization in DNN training. We h...
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12/19/2021
On Causal Inference for Data-free Structured Pruning
Neural networks (NNs) are making a large impact both on research and ind...
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01/11/2021
Deeplite Neutrino: An End-to-End Framework for Constrained Deep Learning Model Optimization
Designing deep learning-based solutions is becoming a race for training ...
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09/05/2012
