AJOU UNIVERSITY · ARTIFICIAL INTELLIGENCE
DEAR Lab
Decision, Explainability And Reliability
Welcome to DEAR (Decision, Explainability And Reliability) Lab! Our lab works on reinforcement learning and explainable AI, with a focus on diffusion-based planning. Our research interests span learning-based autonomous navigation, reliable behavior synthesis, physical AI, explainable AI, world models, and multi-agent AI. If you are interested in joining us, please reach out to Prof. Lee via e-mail (kyowoonlee@ajou.ac.kr).
Research
Learn more →News
- Jaeyoon Kim joined our lab as an undergraduate intern. Welcome!
- DEAR Lab opens at the Department of Future Mobility, Ajou University.
- Gave an invited talk at the KCC 2026 XAI Workshop on Explainable and Reliable Decision Making Systems.
- Diffusion Integrated Gradients is accepted to ECCV 2026.
- Prof. Lee received the Silver Reviewer Award at ICML 2026!
- Prof. Lee received the Compute Transparency Champion Award at CVPR 2026!
- Spectral Integrated Gradients is accepted to KDD 2026.
- Manifold-Aligned Guided Integrated Gradients is accepted to ICML 2026.
- Prof. Lee received the Top Reviewer Award at NeurIPS 2025!
- SCoTS is accepted to NeurIPS 2025.
- Counterfactual Activation Editing is accepted to Interspeech 2025.
- LoMAP is accepted to ICML 2025.