Yoonho Boo

Compression of Deep Neural Networks with Structured Sparse Ternary Coding

Wonyong Sung, Yoonho Boo, 2018, Journal of Signal Processing Systems.

SVD-Softmax: Fast Softmax Approximation on Large Vocabulary Neural Networks

Minjae Lee, Wonyong Sung, Yoonho Boo, 2017, NIPS.

Memorization Capacity of Deep Neural Networks under Parameter Quantization

Wonyong Sung, Sungho Shin, Yoonho Boo, 2018, ICASSP 2019 - 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

Fully Neural Network Based Speech Recognition on Mobile and Embedded Devices

Wonyong Sung, Sungho Shin, Yoonho Boo, 2018, NeurIPS.

Fixed-point optimization of deep neural networks with adaptive step size retraining

Wonyong Sung, Sungho Shin, Yoonho Boo, 2017, 2017 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

Quantized Neural Networks: Characterization and Holistic Optimization

Sungho Shin, Yoonho Boo, Wonyong Sung, 2020, 2020 IEEE Workshop on Signal Processing Systems (SiPS).

Fixed-Point Optimization of Transformer Neural Network

Yoonho Boo, Wonyong Sung, Wonyong Sung, 2020, ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

SQWA: Stochastic Quantized Weight Averaging For Improving The Generalization Capability Of Low-Precision Deep Neural Networks pdf

Sungho Shin, Yoonho Boo, Wonyong Sung, 2020, ICASSP 2021 - 2021 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

Stochastic Precision Ensemble: Self-Knowledge Distillation for Quantized Deep Neural Networks pdf

Sungho Shin, Yoonho Boo, Jungwook Choi, 2020, AAAI.

Knowledge Distillation for Optimization of Quantized Deep Neural Networks

Sungho Shin, Yoonho Boo, Wonyong Sung, 2019, 2020 IEEE Workshop on Signal Processing Systems (SiPS).