Aquabolt-XL: Samsung HBM2-PIM with in-memory processing for ML accelerators and beyond. - Jin Hyun Kim; Shinhaeng Kang; Sukhan Lee 002; Hyeonsu Kim; Woongjae Song; Yuhwan Ro; Seungwon Lee 006; David Wang 003; Hyunsung Shin; BengSeng Phuah; Jihyun Choi; Jinin So; et al. (HCS, 2021)

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; et al. (ISCA, 2021)

Hardware Architecture and Software Stack for PIM Based on Commercial DRAM Technology : Industrial Product. - Sukhan Lee 002; Shinhaeng Kang; Jaehoon Lee 005; Hyeonsu Kim; Eojin Lee; Seungwoo Seo; Hosang Yoon; Seungwon Lee 006; Kyounghwan Lim; Hyunsung Shin; Jinhyun Kim; Seongil O; et al. (ISCA, 2021)

9.5 A 6K-MAC Feature-Map-Sparsity-Aware Neural Processing Unit in 5nm Flagship Mobile SoC. - Jun-Seok Park; Jun-Woo Jang; Heonsoo Lee; Dongwoo Lee; Sehwan Lee; Hanwoong Jung; Seungwon Lee 006; Suknam Kwon; Kyung-Ah Jeong; Joon-Ho Song; Sukhwan Lim; Inyup Kang (ISSCC, 2021)

Aquabolt-XL HBM2-PIM, LPDDR5-PIM With In-Memory Processing, and AXDIMM With Acceleration Buffer. - Jin Hyun Kim; Shinhaeng Kang; Sukhan Lee 002; Hyeonsu Kim; Yuhwan Ro; Seungwon Lee 006; David Wang 003; Jihyun Choi; Jinin So; YeonGon Cho; Joon-Ho Song; Jeonghyeon Cho; et al. (IEEE Micro, 2022)

Samsung PIM/PNM for Transfmer Based AI : Energy Efficiency on PIM/PNM Cluster. - Jin Hyun Kim; Yuhwan Ro; Jinin So; Sukhan Lee 002; Shinhaeng Kang; YeonGon Cho; Hyeonsu Kim; Byeongho Kim; Kyungsoo Kim 003; Sangsoo Park; Jin-Seong Kim; Sanghoon Cha; et al. (HCS, 2023)

The Breakthrough Memory Solutions for Improved Performance on LLM Inference. - Byeongho Kim; Sanghoon Cha; Sangsoo Park; Jieun Lee; Sukhan Lee 002; Shinhaeng Kang; Jinin So; Kyungsoo Kim 003; Jin Jung; Jong-Geon Lee; Sunjung Lee; Yoonah Paik; et al. (IEEE Micro, 2024)

PIM-SHERPA: Software Method for On-device LLM Inference by Resolving PIM Memory Attribute and Layout Inconsistencies. - Sunjung Lee; Sanghoon Cha; Hyeonsu Kim; Seungwoo Seo; Yuhwan Ro; Sukhan Lee 002; Byeongho Kim; Yongjun Park 001; Kyomin Sohn; Seungwon Lee 006; Jaehoon Yu (CoRR, 2026)