Dongsoo Lee
Dongsoo Lee
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A Scalable Multi-TeraOPS Deep Learning Processor Core for AI Trainina and Inference
B Fleischer, S Shukla, M Ziegler, J Silberman, J Oh, V Srinivasan, J Choi, ...
2018 IEEE Symposium on VLSI Circuits, 35-36, 2018
Lut-gemm: Quantized matrix multiplication based on luts for efficient inference in large-scale generative language models
G Park, M Kim, S Lee, J Kim, B Kwon, SJ Kwon, B Kim, Y Lee, D Lee
The Twelfth International Conference on Learning Representations, 2023
High-performance low-energy STT MRAM based on balanced write scheme
D Lee, SK Gupta, K Roy
Proceedings of the 2012 ACM/IEEE international symposium on Low power …, 2012
Soft-error-resilient FPGAs using built-in 2-D Hamming product code
SP Park, D Lee, K Roy
IEEE transactions on very large scale integration (VLSI) systems 20 (2), 248-256, 2011
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
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
Maximum Likelihood Training of Implicit Nonlinear Diffusion Model
D Kim, B Na, SJ Kwon, D Lee, W Kang, I Moon
Advances in Neural Information Processing Systems 35, 32270-32284, 2022
A review of on-device fully neural end-to-end automatic speech recognition algorithms
C Kim, D Gowda, D Lee, J Kim, A Kumar, S Kim, A Garg, C Han
2020 54th Asilomar Conference on Signals, Systems, and Computers, 277-283, 2020
DFX: A Low-latency Multi-FPGA Appliance for Accelerating Transformer-based Text Generation
S Hong, S Moon, J Kim, S Lee, M Kim, D Lee, JY Kim
2022 55th IEEE/ACM International Symposium on Microarchitecture (MICRO), 616-630, 2022
A Scalable Multi-TeraOPS Core for AI Training and Inference
S Shukla, B Fleischer, M Ziegler, J Silberman, J Oh, V Srinivasan, J Choi, ...
IEEE Solid-State Circuits Letters 1 (12), 217-220, 2018
R-MRAM: A ROM-Embedded STT MRAM Cache
D Lee, X Fong, K Roy
IEEE Electron Device Letters 34 (10), 1256-1258, 2013
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
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
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
Area efficient ROM-embedded SRAM cache
D Lee, K Roy
IEEE Transactions on Very Large Scale Integration (VLSI) Systems 21 (9 …, 2013
Viterbi-based efficient test data compression
D Lee, K Roy
IEEE Transactions on Computer-Aided Design of Integrated Circuits and …, 2012
DeepTwist: Learning Model Compression via Occasional Weight Distortion
D Lee, P Kapoor, B Kim
arXiv preprint arXiv:1810.12823, 2018
Energy-delay optimization of the STT MRAM write operation under process variations
D Lee, K Roy
IEEE Transactions on Nanotechnology 13 (4), 714-723, 2014
Column-selection-enabled 8T SRAM array with∼ 1R/1W multi-port operation for DVFS-enabled processors
SP Park, SY Kim, D Lee, JJ Kim, WP Griffin, K Roy
Low Power Electronics and Design (ISLPED) 2011 International Symposium on …, 2011
Decompression apparatus and control method thereof
D Lee, K Sejung, B Kim, P Kapoor, P Baeseong
US Patent 10,917,121, 2021
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