An Offline Meta Black-box Optimization Framework for Adaptive Design of Urban Traffic Light Management Systems. - Taeyoung Yun; Kanghoon Lee; Sujin Yun; Ilmyung Kim; Won-Woo Jung; Min-Cheol Kwon; Kyujin Choi; Yoohyeon Lee; Jinkyoo Park (KDD, 2024)

GTA: Generative Trajectory Augmentation with Guidance for Offline Reinforcement Learning. - Jaewoo Lee; Sujin Yun; Taeyoung Yun; Jinkyoo Park (NeurIPS, 2024)

Guided Trajectory Generation with Diffusion Models for Offline Model-based Optimization. - Taeyoung Yun; Sujin Yun; Jaewoo Lee; Jinkyoo Park (NeurIPS, 2024)

Posterior Inference with Diffusion Models for High-dimensional Black-box Optimization. - Taeyoung Yun; Kiyoung Om; Jaewoo Lee; Sujin Yun; Jinkyoo Park (CoRR, 2025)