International Conference

[8] Lookahead Sample Reward Guidance for Test-Time Scaling of Diffusion Models (LiDAR)

• Yeongmin Kim, Donghyeok Shin, Byeonghu Na, Minsang Park, Richard Lee Kim, Il-chul Moon  

  1. 1. • ICML 2026 (Forty-Third International Conference on Machine Learning) - Spotlight

        • [paper]

[7] AC-Sampler: Accelerate and Correct Diffusion Sampling with Metropolis Hastings Algorithm (AC-Sampler)

• Minsang Park, Gyuwon Sim, Hyungho Na, Jiseok Kwak, Sumin Lee, Richard Lee Kim, Donghyeok Shin, Byeonghu Na, Yeongmin Kim, Il-chul Moon  

  1. 1. • ICLR 2026 (The Fourteenth International Conference on Learning Representations)

        • [paper] [code]

[6] Training-Free Safe Text Embedding Guidance for Text-to-Image Diffusion Models (STG)

• Byeonghu Na, Mina Kang, Jiseok Kwak, Minsang Park, Jiwoo Shin, SeJoon Jun, Gayoung Lee, Jin-Hwa Kim, Il-chul Moon 

• NeurIPS 2025

• [paper] [code]

[5] Diffusion Adaptive Text Embedding for Text-to-Image Diffusion Models (DATE)

• Byeonghu Na, Minsang Park, Gyuwon Sim, Donghyeok Shin, HeeSun Bae, Mina Kang, Se Jung Kwon, Wanmo Kang, Il-chul Moon 

  1. 1. • NeurIPS 2025

        • [paper] [code]

[4] Diffusion Bridge AutoEncoders for Unsupervised Representation Learning (DBAE) 

• Yeongmin Kim, Kwanghyeon Lee, Minsang Park, Byeonghu Na, Il-chul Moon 

• ICLR 2025 (The Thirteenth International Conference on Learning Representations) - Spotlight

• [paper] [code]

[3] Diffusion Rejection Sampling (DiffRS)

• Byeonghu Na, Yeongmin Kim, Minsang Park, Donghyeok Shin, Wanmo Kang, and Il-Chul Moon  

• ICML 2024  (International Conference on Machine Learning)

• [paper] [code]

[2] Training Unbiased Diffusion models from Biased Dataset (TIW-DSM)

• Yeongmin Kim, Byeonghu Na, Minsang Park, JoonHo Jang, Dongjun Kim, Wanmo Kang, and Il-Chul Moon 

• ICLR 2024  (The Twelfth International Conference on Learning Representations)

• [paper] [code]

[1] Modeling and Calibrating Digital Twin of Automatic Garbage Collection System in Sejong City

• Tae Sub Yun, Minsang Park, Il-Chul Moon 

• ANNSIM 2023 (Annual Modeling and Simulation Conference )

• [paper]

Under Review

[9] LACE: Latent Energy Shaping for Controlled Text Generation

• Suhyeon Jo, Minsang Park, Il-Chul Moon 

• Under review