Automatic Network Adaptation for Ultra-Low Uniform-Precision Quantization. - Seongmin Park 003; Beomseok Kwon; Jieun Lim 001; Kyuyoung Sim; Taeho Kim; Jungwook Choi (CoRR, 2022)

A 709.3 TOPS/W Event-Driven Smart Vision SoC with High-Linearity and Reconfigurable MRAM PIM. - Wenao Xie; Haoyang Sang; Beomseok Kwon; Dongseok Im; Sangjin Kim; Sangyeob Kim; Hoi-Jun Yoo (VLSI Technology and Circuits, 2023)

A Low-Power Neural Graphics System for Instant 3D Modeling and Real-Time Rendering on Mobile AR/VR Devices. - Junha Ryu; Hankyul Kwon; Wonhoon Park; Zhiyong Li 016; Beomseok Kwon; Donghyeon Han; Dongseok Im; Sangyeob Kim; Hyungnam Joo; Minsung Kim; Hoi-Jun Yoo (COOL CHIPS, 2024)

NeuGPU: A Neural Graphics Processing Unit for Instant Modeling and Real-Time Rendering on Mobile AR/VR Devices. - Junha Ryu; Hankyul Kwon; Wonhoon Park; Zhiyong Li 016; Beomseok Kwon; Donghyeon Han; Dongseok Im; Sangyeob Kim; Hyungnam Joo; Minsung Kim; Hoi-Jun Yoo (HCS, 2024)

Rethinking Channel Dimensions to Isolate Outliers for Low-bit Weight Quantization of Large Language Models. - Jung Hwan Heo; Jeonghoon Kim; Beomseok Kwon; Byeongwook Kim; Se Jung Kwon; Dongsoo Lee (ICLR, 2024)

LUT-GEMM: Quantized Matrix Multiplication based on LUTs for Efficient Inference in Large-Scale Generative Language Models. - Gunho Park; Baeseong Park; Minsub Kim; Sungjae Lee 002; Jeonghoon Kim; Beomseok Kwon; Se Jung Kwon; Byeongwook Kim; Youngjoo Lee; Dongsoo Lee (ICLR, 2024)

A 28.6 mJ/iter Stable Diffusion Processor for Text-to-Image Generation with Patch Similarity-based Sparsity Augmentation and Text-based Mixed-Precision. - Jiwon Choi; Wooyoung Jo; Seongyon Hong; Beomseok Kwon; Wonhoon Park; Hoi-Jun Yoo (ISCAS, 2024)

20.7 NeuGPU: A 18.5mJ/Iter Neural-Graphics Processing Unit for Instant-Modeling and Real-Time Rendering with Segmented-Hashing Architecture. - Junha Ryu; Hankyul Kwon; Wonhoon Park; Zhiyong Li 016; Beomseok Kwon; Donghyeon Han; Dongseok Im; Sangyeob Kim; Hyungnam Joo; Hoi-Jun Yoo (ISSCC, 2024)

No Token Left Behind: Reliable KV Cache Compression via Importance-Aware Mixed Precision Quantization. - June Yong Yang; Byeongwook Kim; Jeongin Bae; Beomseok Kwon; Gunho Park; Eunho Yang; Se Jung Kwon; Dongsoo Lee (CoRR, 2024)

A 92 fps and 2.56 mJ/Frame Computing-In-Memory-Based Human Pose Estimation Accelerator With Resource-Efficient Macro for Mobile Devices. - Beomseok Kwon; Zhiyong Li 016; Sangjin Kim; Wooyoung Jo; Hoi-Jun Yoo (IEEE Trans. Circuits Syst. II Express Briefs, 2024)

Unifying Uniform and Binary-coding Quantization for Accurate Compression of Large Language Models. - Seungcheol Park; Jeongin Bae; Beomseok Kwon; Minjun Kim 010; Byeongwook Kim; Se Jung Kwon; U Kang; Dongsoo Lee (ACL (1), 2025)

23.7 BROCA: A 52.4-to-559.2mW Mobile Social Agent System-on-Chip with Adaptive Bit-Truncate Unit and Acoustic-Cluster Bit Grouping. - Wooyoung Jo; Seongyon Hong; Jiwon Choi; Beomseok Kwon; Haoyang Sang; Dongseok Im; Sangyeob Kim; Sangjin Kim; Taekwon Lee; Hoi-Jun Yoo (ISSCC, 2025)

NeuGPU: An Energy-Efficient Neural Graphics Processing Unit for Instant Modeling and Real-Time Rendering on Mobile Devices. - Junha Ryu; Hankyul Kwon; Wonhoon Park; Zhiyong Li 016; Beomseok Kwon; Donghyeon Han; Dongseok Im; Sangyeob Kim; Hyungnam Joo; Minsung Kim; Hoi-Jun Yoo (IEEE J. Solid State Circuits, 2025)

ED-MPIM: An Energy-Efficient Event-Driven Smart Vision SoC With High-Linearity and Reconfigurable MRAM PIM. - Wenao Xie; Haoyang Sang; Beomseok Kwon; Dongseok Im; Sangjin Kim; Sangyeob Kim; Kangho Lee; Hoi-Jun Yoo (IEEE J. Solid State Circuits, 2025)