We are an exciting research group at the School of Electrical Engineering (EE) at Korea Advanced Institute of Science and Technology (KAIST). Our lab makes resource-constrained real-time and embedded sensing systems capable of learning, adapting, and evolving, with the aim of enabling Embedded Artificial Intelligence (EAI or Embedded AI or On-Device AI).
We are looking for new motivated members (Intern/MS/PhD/PostDoc) for 2026 who will be part of an exciting journey at the School of Electrical Engineering (EE). Please take a look at our research statement and information for prospective students.
Feb 2026: EAI Lab has moved to KAIST EE.
Jan 2026: "Enabling Fine-Tuning of Direct Feedback Alignment via Feedback-Weight Matching" is accepted to ICLR 2026.
Jan 2026: "ECAI: Efficient Convolution Activation Inversion for Constant-Memory Convolutional Neural Networks Training" is accepted to AISTATS 2026.
Dec 2025: "Beyond Communication: On-Modem DNN Inference and Training for Home Appliances" is accepted (with shepherding) to PerCom 2026.
Nov 2025: "Mobile-Oriented Video Diffusion: Enabling Text-to-Video Generation on Mobile Devices Without Retraining, Compression, or Pruning" is accepted to WACV 2026.
Oct 2025: Isu Jeong has been selected as a finalist for the Qualcomm Innovation Fellowship Korea 2025 (QIFK 2025).
Sep 2025: "AliO: Output Alignment Matters in Long-Term Time Series Forecasting" is accepted to NeurIPS 2025.
Sep 2025: "Designing Extremely Memory-Efficient CNNs for On-device Vision and Audio Tasks" is accepted to IJCV (International Journal of Computer Vision).
Aug 2025: Jaeho Kim and Yunseok Lee successfully graduated!
Aug 2025: “Smart ECU: Scalable On-Vehicle Deployment of Drivetrain Fault Classification Systems for Commercial Electric Vehicles” is accepted to CIKM 2025.
Jul 2025: “Position: The AI Conference Peer Review Crisis Demands Author Feedback and Reviewer Rewards” got ICML 2025 Outstanding Position Paper Award. [award][link]
May 2025: Seulki Lee is honored with the Distinguished TPC Member Award at SenSys 2025.
May 2025: “TransPL: Pseudo-Labeling via Code Transitions for Time Series Adaptation” is accepted to ICML 2025.
May 2025: “Position: Towards a Sustainable AI Conference Peer Review System with Author Feedback and Reviewer Rewards” is accepted to ICML 2025 [Oral].
Mar 2025: “Bayesian Code Diffusion for Efficient Automatic Deep Learning Program Optimization” is accepted to OSDI 2025.
Jan 2025: “PPT: Patch Order Do Matters In Time Series Pretext Task” is accepted to ICLR 2025.
Jan 2025: Jaeyoung Lim joined our lab. Welcome!
Dec 2024: “SMMF: Square-Matricized Momentum Factorization for Memory-Efficient Optimization” is accepted to AAAI 2025.
Dec 2024: “Designing Extremely Memory-Efficient CNNs for On-device Vision Tasks (ACCV 2024)” got Best Application Paper Award.
Dec 2024: Jaeyun Shim joined our lab. Welcome!
Nov 2024: Jaeho Kim receives 3rd place award in K-Data Science Hackathon 2024.
Sep 2024: “Designing Extremely Memory-Efficient CNNs for On-device Vision Tasks” is accepted to ACCV 2024 [Oral].
Sep 2024: Jaeho Kim receives Best Poster Award (CAFO) in 2024 UNIST AI Technology Open Workshop.
Aug 2024: Jiwoon Chang and Yeojin Lee joined our lab. Welcome!
May 2024: Our paper, "CAFO: Feature-Centric Explanation on Time Series Classification", is accepted to KDD 2024 [Oral].
Apr 2024: Changmuk Lee joined our lab. Welcome!
Mar 2024: Bosung Kim receives 2nd Place Award from 2024 Hyundai Mobis Edge AI Research Contest (2024 현대모비스 Edge AI 산학협력 연구공모).
Mar 2024: Jaeho Kim receives 4th Place Award from 2024 Hyundai Mobis Edge AI Research Contest (2024 현대모비스 Edge AI 산학협력 연구공모).
MAR 2024: Seokhwa Hong joined our lab. Welcome!
Jan 2024: Our paper, "On-Demand Federated Learning for Arbitrary Target Class Distributions", is accepted to AISTATS 2024.
Sep 2023: Our paper, "Softmax Output Approximation for Activation Memory-Efficient Training of Attention-based Networks", is accepted to NeurIPS 2023.
Sep 2023: Our paper, "On-NAS: On-Device Neural Architecture Search on Memory-Constrained Intelligent Embedded Systems", is accepted to SenSys 2023.
Aug 2023: Yunseok Lee joined our lab. Welcome!
Jun 2023: Yoel Park and Kyu Hwan Lee joined our lab. Welcome!
May 2023: Our paper, "MicroDeblur: Image Motion Deblurring on Microcontroller-based Vision Systems", got Best Paper Runner-Up Award at IPSN 2023.
Apr 2023: Our paper, "Multitask Deep Learning for Human Activity, Speed, and Body Weight Estimation using Commercial Smart Insoles" is accepted by IEEE Internet of Things Journal.
Mar 2023: Young Jin Kwon joined our lab. Welcome!
Feb 2023: Our paper, "MicroDeblur: Image Motion Deblurring on Microcontroller-based Vision Systems", is accepted to IPSN 2023.
Oct 2022: Jaeho Kim joined our lab. Welcome!
Aug 2022: Jae Wook Lee and Kwangryeol Park joined our lab. Welcome!
Jun 2022: Jeongmin Cheon joined our lab. Welcome!
Mar 2022: Bosung Kim joined our lab. Welcome!
Feb 2022: Isu Jeong, Xiyana Figuera Michal, and Insung Jung joined our lab. Welcome!
Jan 2022: Changhyun Lim joined our lab. Welcome!
Dec 2021: Changhyeon Lee joined our lab. Welcome!
Dec 2021: Our paper, "Weight Separation for Memory-Efficient and Accurate Deep Multitask Learning", is accepted by PerCom 2022.
Aug 2021: Seulki Lee joined our lab. Welcome!