Search Results for author: Vanessa Courville

Found 3 papers, 1 papers with code

Training Integer-Only Deep Recurrent Neural Networks

no code implementations22 Dec 2022 Vahid Partovi Nia, Eyyüb Sari, Vanessa Courville, Masoud Asgharian

Recurrent neural networks (RNN) are the backbone of many text and speech applications.

Quantization

DenseShift: Towards Accurate and Efficient Low-Bit Power-of-Two Quantization

1 code implementation ICCV 2023 Xinlin Li, Bang Liu, Rui Heng Yang, Vanessa Courville, Chao Xing, Vahid Partovi Nia

We further propose a sign-scale decomposition design to enhance training efficiency and a low-variance random initialization strategy to improve the model's transfer learning performance.

Quantization Transfer Learning

iRNN: Integer-only Recurrent Neural Network

no code implementations20 Sep 2021 Eyyüb Sari, Vanessa Courville, Vahid Partovi Nia

Deploying RNNs that include layer normalization and attention on integer-only arithmetic is still an open problem.

Automatic Speech Recognition Automatic Speech Recognition (ASR) +2

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