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Se Jung Kwon
Se Jung Kwon
NAVER Cloud
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Lut-gemm: Quantized matrix multiplication based on luts for efficient inference in large-scale generative language models
G Park, B Park, M Kim, S Lee, J Kim, B Kwon, SJ Kwon, B Kim, Y Lee, ...
arXiv preprint arXiv:2206.09557, 2022
1162022
Refining generative process with discriminator guidance in score-based diffusion models
D Kim, Y Kim, SJ Kwon, W Kang, IC Moon
arXiv preprint arXiv:2211.17091, 2022
862022
Memory-efficient fine-tuning of compressed large language models via sub-4-bit integer quantization
J Kim, JH Lee, S Kim, J Park, KM Yoo, SJ Kwon, D Lee
Advances in Neural Information Processing Systems 36, 2024
842024
Measurement of effectiveness for an anti-torpedo combat system using a discrete event systems specification-based underwater warfare simulator
KM Seo, HS Song, SJ Kwon, TG Kim
The Journal of Defense Modeling and Simulation 8 (3), 157-171, 2011
692011
Structured compression by weight encryption for unstructured pruning and quantization
SJ Kwon, D Lee, B Kim, P Kapoor, B Park, GY Wei
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2020
522020
Maximum likelihood training of implicit nonlinear diffusion model
D Kim, B Na, SJ Kwon, D Lee, W Kang, IC Moon
Advances in neural information processing systems 35, 32270-32284, 2022
482022
Alphatuning: Quantization-aware parameter-efficient adaptation of large-scale pre-trained language models
SJ Kwon, J Kim, J Bae, KM Yoo, JH Kim, B Park, B Kim, JW Ha, N Sung, ...
arXiv preprint arXiv:2210.03858, 2022
352022
Biqgemm: matrix multiplication with lookup table for binary-coding-based quantized dnns
Y Jeon, B Park, SJ Kwon, B Kim, J Yun, D Lee
SC20: International Conference for High Performance Computing, Networking …, 2020
352020
Extremely low bit transformer quantization for on-device neural machine translation
I Chung, B Kim, Y Choi, SJ Kwon, Y Jeon, B Park, S Kim, D Lee
arXiv preprint arXiv:2009.07453, 2020
302020
Flexround: Learnable rounding based on element-wise division for post-training quantization
JH Lee, J Kim, SJ Kwon, D Lee
International Conference on Machine Learning, 18913-18939, 2023
292023
No token left behind: Reliable kv cache compression via importance-aware mixed precision quantization
JY Yang, B Kim, J Bae, B Kwon, G Park, E Yang, SJ Kwon, D Lee
arXiv preprint arXiv:2402.18096, 2024
252024
Learning low-rank approximation for cnns
D Lee, SJ Kwon, B Kim, GY Wei
arXiv preprint arXiv:1905.10145, 2019
222019
Simulation‐Based Optimization on the System‐of‐Systems Model via Model Transformation and Genetic Algorithm: A Case Study of Network‐Centric Warfare
BG Kang, SH Choi, SJ Kwon, JH Lee, TG Kim
Complexity 2018 (1), 4521672, 2018
222018
Effectiveness analysis of anti-torpedo warfare simulation for evaluating mix strategies of decoys and jammers
SJ Kwon, KM Seo, B Kim, TG Kim
Advanced Methods, Techniques, and Applications in Modeling and Simulation …, 2012
172012
Flexor: Trainable fractional quantization
D Lee, SJ Kwon, B Kim, Y Jeon, B Park, J Yun
Advances in neural information processing systems 33, 1311-1321, 2020
152020
Rethinking channel dimensions to isolate outliers for low-bit weight quantization of large language models
JH Heo, J Kim, B Kwon, B Kim, SJ Kwon, D Lee
arXiv preprint arXiv:2309.15531, 2023
122023
Modeling and simulation methodology for defense systems based on concept of system of systems
TG Kim, SJ Kwon, B Kang
Journal of Korean Institute of Industrial Engineers 39 (6), 450-460, 2013
112013
Adaptive discrete event simulation systems to embrace changes of requirements using event control models
SJ Kwon, B Kang, C Choi, TG Kim
IEEE Transactions on Systems, Man, and Cybernetics: Systems 50 (3), 1147-1160, 2017
72017
Design and implementation of event-based DEVS execution environment for faster execution of iterative simulation.
SJ Kwon, TG Kim
SpringSim (TMS-DEVS), 14, 2012
72012
Network pruning for low-rank binary indexing
D Lee, SJ Kwon, B Kim, P Kapoor, GY Wei
arXiv preprint arXiv:1905.05686, 2019
62019
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