Alert button
Picture for Se Jung Kwon

Se Jung Kwon

Alert button

Q-Rater: Non-Convex Optimization for Post-Training Uniform Quantization

May 05, 2021
Byeongwook Kim, Dongsoo Lee, Yeonju Ro, Yongkweon Jeon, Se Jung Kwon, Baeseong Park, Daehwan Oh

Figure 1 for Q-Rater: Non-Convex Optimization for Post-Training Uniform Quantization
Figure 2 for Q-Rater: Non-Convex Optimization for Post-Training Uniform Quantization
Figure 3 for Q-Rater: Non-Convex Optimization for Post-Training Uniform Quantization
Figure 4 for Q-Rater: Non-Convex Optimization for Post-Training Uniform Quantization
Viaarxiv icon

Extremely Low Bit Transformer Quantization for On-Device Neural Machine Translation

Oct 13, 2020
Insoo Chung, Byeongwook Kim, Yoonjung Choi, Se Jung Kwon, Yongkweon Jeon, Baeseong Park, Sangha Kim, Dongsoo Lee

Figure 1 for Extremely Low Bit Transformer Quantization for On-Device Neural Machine Translation
Figure 2 for Extremely Low Bit Transformer Quantization for On-Device Neural Machine Translation
Figure 3 for Extremely Low Bit Transformer Quantization for On-Device Neural Machine Translation
Figure 4 for Extremely Low Bit Transformer Quantization for On-Device Neural Machine Translation
Viaarxiv icon

FleXOR: Trainable Fractional Quantization

Sep 09, 2020
Dongsoo Lee, Se Jung Kwon, Byeongwook Kim, Yongkweon Jeon, Baeseong Park, Jeongin Yun

Figure 1 for FleXOR: Trainable Fractional Quantization
Figure 2 for FleXOR: Trainable Fractional Quantization
Figure 3 for FleXOR: Trainable Fractional Quantization
Figure 4 for FleXOR: Trainable Fractional Quantization
Viaarxiv icon

BiQGEMM: Matrix Multiplication with Lookup Table For Binary-Coding-based Quantized DNNs

May 20, 2020
Yongkweon Jeon, Baeseong Park, Se Jung Kwon, Byeongwook Kim, Jeongin Yun, Dongsoo Lee

Figure 1 for BiQGEMM: Matrix Multiplication with Lookup Table For Binary-Coding-based Quantized DNNs
Figure 2 for BiQGEMM: Matrix Multiplication with Lookup Table For Binary-Coding-based Quantized DNNs
Figure 3 for BiQGEMM: Matrix Multiplication with Lookup Table For Binary-Coding-based Quantized DNNs
Figure 4 for BiQGEMM: Matrix Multiplication with Lookup Table For Binary-Coding-based Quantized DNNs
Viaarxiv icon

Learning Low-Rank Approximation for CNNs

May 24, 2019
Dongsoo Lee, Se Jung Kwon, Byeongwook Kim, Gu-Yeon Wei

Figure 1 for Learning Low-Rank Approximation for CNNs
Figure 2 for Learning Low-Rank Approximation for CNNs
Figure 3 for Learning Low-Rank Approximation for CNNs
Figure 4 for Learning Low-Rank Approximation for CNNs
Viaarxiv icon

Structured Compression by Unstructured Pruning for Sparse Quantized Neural Networks

May 24, 2019
Se Jung Kwon, Dongsoo Lee, Byeongwook Kim, Parichay Kapoor, Baeseong Park, Gu-Yeon Wei

Figure 1 for Structured Compression by Unstructured Pruning for Sparse Quantized Neural Networks
Figure 2 for Structured Compression by Unstructured Pruning for Sparse Quantized Neural Networks
Figure 3 for Structured Compression by Unstructured Pruning for Sparse Quantized Neural Networks
Figure 4 for Structured Compression by Unstructured Pruning for Sparse Quantized Neural Networks
Viaarxiv icon

Network Pruning for Low-Rank Binary Indexing

May 14, 2019
Dongsoo Lee, Se Jung Kwon, Byeongwook Kim, Parichay Kapoor, Gu-Yeon Wei

Figure 1 for Network Pruning for Low-Rank Binary Indexing
Figure 2 for Network Pruning for Low-Rank Binary Indexing
Figure 3 for Network Pruning for Low-Rank Binary Indexing
Figure 4 for Network Pruning for Low-Rank Binary Indexing
Viaarxiv icon