research

These are the research topics that we are currently working on. Our research is currently sponsored by NRF, IITP, and LG Electronics.

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NPU and Domain-Specific Hardware

Designing Neural Processing Unit (NPU) and domain-specific processors (신경처리장치 및 도메인 특화 프로세서 설계)
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Efficient AI

Quantization, pruning, and knowledge distillation (AI 모델 경량화를 위한 양자화, 가지치기, 지식 증류)
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NAS and NAAS

Hardware-aware neural architecture search (HW-Aware NAS) and neural architecture accelerator search (NAAS) (하드웨어를 고려한 신경망 구조 탐색 (NAS) 및 신경망 구조 가속기 탐색 (NAAS))
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Processing-in-Memory

Processing deep learning workloads inside memory (메모리 내에서 딥러닝 워크로드 처리)