Lab. News

• [January 2026] Several awards won by LMLS lab students! Jihyun received the President's Award for BK Excellent Graduate Students (BK 우수논문상 총장상 (1st)), Jisoo received the Outstanding Award (BK 우수논문상 우수상 (3rd)), Seungjun received Excellence Award (학부논문부문 우수상) in Korean Software Congress 2025. Congradulations all!

• [January 2026] Jihyun received Inha Biryong prize (인하비룡상), congratulations!

• [January 2026] Prof. Lee will attend AAAI in Singapore during from Jan 20 ~ Jan 26.

• [January 2026] Happy New Year:)

• [December 2025] Jihyun's paper, "Multi-Metric Client Activation Method for Fast and Accurate Federated Learning" has been accepted to ACM Transactions on Intelligent Systems and Technology (TIST), 2025. Congratulations!

• [December 2025] Seungjun won third prize in the Advantech AIoT Inteconnect Projects competition. Congratulations!

• [December 2025] Garam has joined LMLS-Lab as a research intern (학부연구생). Welcome!

• [December 2025] Jisoo and Prof. Lee will attend NeurIPS in San Diego during the first week of December.

• [November 2025] Jisoo gave a poster presentation at the NeurIPS Preview Session held during the Korean Artificial Intelligence Fall Conference (한국인공지능학회 추계학술대회) on Nov. 20th.

• [November 2025] Seungjun's paper, "Latent Space Information Sharing Method for Fast and Accurate Federated Learning" has been accepted to KSC (한국소프트웨어종합학술대회 ), 2025. Congratulations!

• [November 2025] Sungmin, our external researcher, and Jisoo's paper, "GEM: A Scale-Aware and Distribution-Sensitive Sparse Fine-Tuning Framework for Effective Downstream Adaptation" has been accepted to AAAI, 2026. Congratulations!

• [November 2025] Sunwoo Lee will attend Korean Artificial Intelligence Fall Conference (한국인공지능학회 추계학술대회) on Nov. 20th.

• [October 2025] Junhyuk and Jihyun's paper, "Asynchronous-Parallel Sharpness-Aware Minimization for Efficient Deep Learning" has been accepted to Journal of KIISE (정보과학회논문지), 2025. Congratulations!

• [September 2025] Jisoo, Seungjun, and Taekyun won 3rd place (Encouragement Award) in Samsung AI Challenge 2025. Congratulations!

• [September 2025] Jisoo's paper, "Layer-wise Update Aggregation with Recycling for Communication-Efficient Federated Learning" has been accepted to Annual Conference on Neural Information Processing Systems (NeurIPS) (BK-21 IF:4) 2025. Congratulations!

• [August 2025] Jihyun and Taekyun won 'Excellence Award' in  DACON AI Challenge at Inha. Congratulations!

• [July 2025] Jihyun's paper, "Enabling Weak Client Participation via On-Device Knowledge Distillation in Heterogeneous Federated Learning" has been accepted to European Conference on Artificial Intelligence (ECAI) (BK-21 IF:1) 2025. Congratulations!

• [June 2025] Sunwoo Lee has been recognized as an OUTSTANDING REVIEWER (top 10%) in KDD 2025.

• [April 2025] Jihyun's paper, "Highly Stable Two-level Current Fluctuation in Complex Oxide Heterostructures" has been accepted to Nature Communications (JCR 6.6%, IF: 14.7). Congratulations!

• [April 2025] Jihyun's paper, "Machine Learning Approach to Characterize Ferromagnetic La0.7Sr0.3MnO3 Thin Films via Featurization of Surface Morphology" has been accepted to Advanced Science (JCR 6.5%, IF: 14.3)! Congratulations!

• [March 2025] Hyuntak will join LMLS-Lab as a graduate student, Welcome!

• [March 2025] Sunwoo Lee will serve as a Department Vice Chair from March 2025.

• [February 2025] Sunwoo Lee will give a talk at Hanyang University about  system-efficient federated learning methods on 2/26.

• [February 2025] Sunwoo Lee gave a lecture (Introduction to Federated Learning) in BK-21 AI Winter School at Inha University.