AJOU UNIVERSITY
DEAR Lab
Decision, Explainability And Reliability
We're looking for highly self-motivated students. Please see Contact for details.
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, and explainable AI. If you are interested in what we do and want to join us, do not hesitate to email us!
Research
Learn more →News
- DEAR Lab opens at the Department of Future Mobility, Ajou University.
- Diffusion Integrated Gradients is accepted to ECCV 2026.
- Gave an invited talk at the KCC 2026 XAI Workshop on Explainable and Reliable Decision Making Systems.
- Spectral Integrated Gradients is accepted to KDD 2026.
- Manifold-Aligned Guided Integrated Gradients is accepted to ICML 2026.
- SCoTS is accepted to NeurIPS 2025.
- Counterfactual Activation Editing is accepted to Interspeech 2025.
- LoMAP is accepted to ICML 2025.