GACHON UNIVERSITY · CCL
Cognitive
Computing Lab.
Gachon University · Computer Engineering
Exploring real-world problems across disciplines
through AI and cognitive computing.
01 / ABOUT THE LAB
AI, connected
to the real world.
From cognitive computing
to real-world challenges.
The Cognitive Computing Lab uses AI technology to research various fields.
"Artificial Intelligence, IoT, Healthcare, Cognitive Computing, Cloud"
We focus on research on the healthcare field and various industrial solutions, and are actively conducting collaborative research and assignments with many companies.
We are publishing and registering research results for patents, international and domestic academic conferences, and a number of research papers.
"Chance favors only the prepared mind."
02 / RESEARCH PLATFORM
FedOps1.3
Federated AI AgentOps
From local data
to collaborative AI.
Connecting local model development, federated learning, model versioning and AI agent development. Raw data stays in each participant's environment.
-
01
Local developmentPrepare data and models
-
02
Federated learningLearn through model updates
-
03
Global modelTrack model versions
-
04
AI AgentBuild with a selected version
03 / SELECTED PUBLICATIONS
Research in practice.
BitLoRA: Quantization-Compatible Adapter Tuning for 1.58-bit LLM in Federated On-Device AI-Agent
InSeo Song, KangYoon Lee · Expert Systems with Applications
FedTFT: Federated Temporal Fusion Transformer for Interpretable Multi-Horizon Psychiatric Risk Prediction Across Cross-Silo Hospitals
Akeel Ahamed, Ri-Ra Kang, KangYoon Lee · IEEE Journal of Biomedical and Health Informatics
FedOps: A Platform of Federated Learning Operations With Heterogeneity Management
Jihwan Moon, Semo Yang, KangYoon Lee · IEEE Access
04 / LIFE AT CCL