Seungwon Lee

Principal Researcher, Samsung

Joined

July 2019

Names

Seungwon Lee

Emails

****@samsung.com (Confirmed)

Personal Links

Google Scholar

DBLP

ORCID

Career & Education History

Principal Researcher

Samsung (samsung.com)

2006 – Present

PhD student

Seoul National University (snu.ac.kr)

1997 – 2006

MS student

Seoul National University (snu.ac.kr)

1995 – 1997

Undergrad student

KAIST (ee.kaist.ac.kr)

1990 – 1995

Advisors, Relations & Conflicts

No relations added

Expertise

Large Scale Computing

2021 – Present

Processing-In-Memory

Neural processor

2018 – Present

Publications

Benchmark of Machine Learning Force Fields for Semiconductor Simulations: Datasets, Metrics, and Comparative Analysis
Geonu Kim, Byunggook Na, Gunhee Kim, Hyuntae Cho, Seungjin Kang, Hee Sun Lee, Saerom Choi, Heejae Kim, Seungwon Lee, Yongdeok Kim
- NeurIPS 2023 Datasets and Benchmarks Poster
- Readers: Everyone
Accelerating Deep Neural Networks on Mobile Multicore NPUs
Hanwoong Jung, Hexiang Ji, Alexey Pushchin, Maxim Ostapenko, Wenlong Niu, Ilya Palachev, Yutian Qu, Pavel Fedin, Yuri Gribov, Heewoo Nam, Dongguen Lim, Hyunjun Kim, Joonho Song, Seungwon Lee, Hwansoo Han
- Published: 01 Jan 2023, Last Modified: 12 May 2023
- CGO 2023
- Readers: Everyone
Aquabolt-XL HBM2-PIM, LPDDR5-PIM With In-Memory Processing, and AXDIMM With Acceleration Buffer
Jin Hyun Kim, Shinhaeng Kang, Sukhan Lee, Hyeonsu Kim, Yuhwan Ro, Seungwon Lee, David Wang, Jihyun Choi, Jinin So, YeonGon Cho, Joon-Ho Song, Jeonghyeon Cho, Kyomin Sohn, Nam Sung Kim
- Published: 01 Jan 2022, Last Modified: 12 May 2023
- IEEE Micro 2022
- Readers: Everyone
Transport Triggered near Memory Accelerator for Deep Learning
Kavitha T. Madhu, Saptarsi Das, Abhishek Tyagi, Ankur Deshwal, Joonho Song, Seungwon Lee
- 2021 (modified: 15 Jan 2022)
- ISCAS 2021
- Readers: Everyone
Autotuning LSTM for Accelerated Execution on Edge
Aditi Saluja, Arnab Mitra, Ankur Deshwal, Kavitha T. Madhu, Ujjawal Chugh, Seungwon Lee, Joonho Song
- 2021 (modified: 15 Jan 2022)
- ISCAS 2021
- Readers: Everyone
An Automated Approach to Accelerate DNNs on Edge Devices
Ujjawal Chugh, Arnab Mitra, Ankur Deshwal, N. P. Swaroop, Aditi Saluja, Seungwon Lee, Joonho Song
- 2021 (modified: 15 Jan 2022)
- ISCAS 2021
- Readers: Everyone
Hardware Architecture and Software Stack for PIM Based on Commercial DRAM Technology : Industrial Product
Suk Han Lee, Shinhaeng Kang, Jaehoon Lee, Hyeonsu Kim, Eojin Lee, Seungwoo Seo, Hosang Yoon, Seungwon Lee, Kyounghwan Lim, Hyunsung Shin, Jinhyun Kim, Seongil O, Anand Iyer, David Wang, Kyomin Sohn, Nam Sung Kim
- Published: 01 Jan 2021, Last Modified: 12 May 2023
- ISCA 2021
- Readers: Everyone
A Novel Sensitivity Metric For Mixed-Precision Quantization With Synthetic Data Generation
Donghyun Lee, Minkyoung Cho, Seungwon Lee, Joonho Song, Changkyu Choi
- Published: 01 Jan 2021, Last Modified: 12 May 2023
- ICIP 2021
- Readers: Everyone
Aquabolt-XL: Samsung HBM2-PIM with in-memory processing for ML accelerators and beyond
Jin Hyun Kim, Shinhaeng Kang, Sukhan Lee, Hyeonsu Kim, Woongjae Song, Yuhwan Ro, Seungwon Lee, David Wang, Hyunsung Shin, BengSeng Phuah, Jihyun Choi, Jinin So, YeonGon Cho, Joon-Ho Song, Jangseok Choi, Jeonghyeon Cho, Kyomin Sohn, Young-Soo Sohn, Kwang-Il Park, Nam Sung Kim
- Published: 01 Jan 2021, Last Modified: 12 May 2023
- HCS 2021
- Readers: Everyone
Sparsity-Aware and Re-configurable NPU Architecture for Samsung Flagship Mobile SoC
Jun-Woo Jang, Sehwan Lee, Dongyoung Kim, Hyunsun Park, Ali Shafiee Ardestani, Yeongjae Choi, Channoh Kim, Yoojin Kim, Hyeongseok Yu, Hamzah Abdel-Aziz, Jun-Seok Park, Heonsoo Lee, Dongwoo Lee, Myeong Woo Kim, Hanwoong Jung, Heewoo Nam, Dongguen Lim, Seungwon Lee, Joon-Ho Song, Suknam Kwon et al. (3 additional authors not shown)
- Published: 01 Jan 2021, Last Modified: 12 May 2023
- ISCA 2021
- Readers: Everyone

View all 13 publications

Co-Authors

View all 83 co-authors