System Architecture and Software Stack for GDDR6-AiM. - Yongkee Kwon; Kornijcuk Vladimir; Nahsung Kim; Woojae Shin; Jongsoon Won; Minkyu Lee; Hyunha Joo; Haerang Choi; Guhyun Kim; Byeongju An; Jeongbin Kim 001; Jaewook Lee; et al. (HCS, 2022)

Memory-Centric Computing with SK Hynix's Domain-Specific Memory. - Yongkee Kwon; Guhyun Kim; Nahsung Kim; Woojae Shin; Jongsoon Won; Hyunha Joo; Haerang Choi; Byeongju An; Gyeongcheol Shin; Dayeon Yun; Jeongbin Kim 001; Changhyun Kim; et al. (HCS, 2023)

A 1ynm 1.25V 8Gb 16Gb/s/Pin GDDR6-Based Accelerator-in-Memory Supporting 1TFLOPS MAC Operation and Various Activation Functions for Deep Learning Application. - Dae-Han Kwon; Seongju Lee; Kyuyoung Kim; Sanghoon Oh; Joonhong Park; Gimoon Hong; Dongyoon Ka; Kyu-Dong Hwang; Jeongje Park; Kyeong Pil Kang; Jungyeon Kim; Junyeol Jeon; et al. (IEEE J. Solid State Circuits, 2023)

A Wireless and Wearable Body-Pressure-Monitoring System for the Prevention of Pressure-Induced Skin Injuries. - Hyunwoo Park; Kyuyoung Kim; Soon-Jae Kweon; Osman Gul; Jungrak Choi; Yong Suk Oh; Inkyu Park; Minkyu Je (IEEE Trans. Biomed. Circuits Syst., 2023)

IANUS: Integrated Accelerator based on NPU-PIM Unified Memory System. - Minseok Seo; Xuan Truong Nguyen; Seok Joong Hwang; Yongkee Kwon; Guhyun Kim; Chanwook Park; Ilkon Kim; Jaehan Park; Jeongbin Kim 001; Woojae Shin; Jongsoon Won; Haerang Choi; et al. (ASPLOS (3), 2024)

Margin Matching Preference Optimization: Enhanced Model Alignment with Granular Feedback. - Kyuyoung Kim; Ah Jeong Seo; Hao Liu; Jinwoo Shin; Kimin Lee (EMNLP (Findings), 2024)

Confidence-aware Reward Optimization for Fine-tuning Text-to-Image Models. - Kyuyoung Kim; Jongheon Jeong; Minyong An; Mohammad Ghavamzadeh; Krishnamurthy Dj Dvijotham; Jinwoo Shin; Kimin Lee (ICLR, 2024)

Optimized Feature Generation for Tabular Data via LLMs with Decision Tree Reasoning. - Jaehyun Nam; Kyuyoung Kim; Seunghyuk Oh; Jihoon Tack; Jaehyung Kim 001; Jinwoo Shin (NeurIPS, 2024)

Learning to Contextualize Web Pages for Enhanced Decision Making by LLM Agents. - Dongjun Lee; Juyong Lee; Kyuyoung Kim; Jihoon Tack; Jinwoo Shin; Yee Whye Teh; Kimin Lee (ICLR, 2025)

Personalized Language Models via Privacy-Preserving Evolutionary Model Merging. - Kyuyoung Kim; Jinwoo Shin; Jaehyung Kim (CoRR, 2025)

Mamba Drafters for Speculative Decoding. - Daewon Choi; Seunghyuk Oh; Saket Dingliwal; Jihoon Tack; Kyuyoung Kim; Woomin Song; Seojin Kim; Insu Han; Jinwoo Shin; Aram Galstyan; Shubham Katiyar; Sravan Babu Bodapati (CoRR, 2025)

Self-Refining Language Model Anonymizers via Adversarial Distillation. - Kyuyoung Kim; Hyunjun Jeon; Jinwoo Shin (CoRR, 2025)