LNS for DNN Architectures

Author:

Alsuhli Ghada,Sakellariou Vasilis,Saleh Hani,Al-Qutayri Mahmoud,Mohammad Baker,Stouraitis Thanos

Publisher

Springer Nature Switzerland

Reference31 articles.

1. Arnold, M.G., Bailey, T.A., Cupal, J.J., Winkel, M.D.: On the cost effectiveness of logarithmic arithmetic for backpropagation training on SIMD processors. In: Proceedings of International Conference on Neural Networks (ICNN’97), vol. 2, pp. 933–936. IEEE (1997)

2. Parhami, B.: Computing with logarithmic number system arithmetic: implementation methods and performance benefits. Comput. & Electr. Eng. 87, 106800 (2020)

3. Miyashita, D., Lee, E.H., Murmann, B.: Convolutional neural networks using logarithmic data representation (2016). arXiv:1603.01025

4. Sanyal, A., Beerel, P.A., Chugg, K.M.: Neural network training with approximate logarithmic computations. In: IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 3122–3126. IEEE (2020)

5. Alam, S.A., Garland, J., Gregg, D.: Low-precision logarithmic number systems: Beyond base-2. ACM Trans. Arch. Code Optim. (TACO). 18(4), 1–25 (2021)

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