Learning to Scale Logits for Temperature-Conditional GFlowNets. - Minsu Kim 004; Joohwan Ko; Dinghuai Zhang; Ling Pan; Taeyoung Yun; Woochang Kim; Jinkyoo Park; Yoshua Bengio (CoRR, 2023)

Local Search GFlowNets. - Minsu Kim 004; Taeyoung Yun; Emmanuel Bengio; Dinghuai Zhang; Yoshua Bengio; Sungsoo Ahn; Jinkyoo Park (ICLR, 2024)

Learning to Scale Logits for Temperature-Conditional GFlowNets. - Minsu Kim 004; Joohwan Ko; Taeyoung Yun; Dinghuai Zhang; Ling Pan; Woochang Kim; Jinkyoo Park; Emmanuel Bengio; Yoshua Bengio (ICML, 2024)

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)

Improved Off-policy Reinforcement Learning in Biological Sequence Design. - Hyeonah Kim; Minsu Kim 004; Taeyoung Yun; Sanghyeok Choi; Emmanuel Bengio; Alex Hernández-García; Jinkyoo Park (CoRR, 2024)

Learning to Sample Effective and Diverse Prompts for Text-to-Image Generation. - Taeyoung Yun; Dinghuai Zhang; Jinkyoo Park; Ling Pan (CVPR, 2025)

Adaptive teachers for amortized samplers. - Minsu Kim 004; Sanghyeok Choi; Taeyoung Yun; Emmanuel Bengio; Leo Feng; Jarrid Rector-Brooks; Sungsoo Ahn; Jinkyoo Park; Nikolay Malkin; Yoshua Bengio (ICLR, 2025)

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

Offline Model-Based Optimization: Comprehensive Review. - Minsu Kim 004; Jiayao Gu; Ye Yuan 017; Taeyoung Yun; Zixuan Liu 001; Yoshua Bengio; Can Chen 005 (CoRR, 2025)

Posterior Inference in Latent Space for Scalable Constrained Black-box Optimization. - Kiyoung Om; Kyuil Sim; Taeyoung Yun; Hyeongyu Kang; Jinkyoo Park (CoRR, 2025)