2026

[C6] Beyond RAG vs. Long-Context: Learning Distraction-Aware Retrieval for Efficient Knowledge Grounding

• Seong-Woong Shim*, Myunsoo Kim*, Jae Hyeon Cho, Byung-Jun Lee 

• International Conference on Learning Representations (ICLR 2026)

[C5] FALCON: False-Negative Aware Learning of Contrastive Negatives in Vision-Language Alignment

• Myunsoo Kim*, Seong-Woong Shim*, Byung-Jun Lee 

• Conference on Computer Vision and Pattern Recognition (CVPR 2026)

2025

[C4] Prior-Guided Diffusion Planning for Offline Reinforcement Learning

• Donghyeon Ki, JunHyeok Oh, Seongwoong Shim, Byung-Jun Lee

• Neural Information Processing Systems (NeurIPS 2025)

[C3] NBDI: A Simple and Effective Termination Condition for Skill Extraction from Task-Agnostic Demonstrations

• Myunsoo Kim*, Hayeong Lee*, Seong-Woong Shim, JunHo Seo, Byung-Jun Lee

• International Conference on Machine Learning (ICML 2025)

[C2] Adaptive Non-uniform Timestep Sampling for Accelerating Diffusion Model Training

• Myunsoo Kim*, Donghyeon Ki*, Seong-Woong Shim, Byung-Jun Lee

• Conference on Computer Vision and Pattern Recognition (CVPR 2025)

2024

[C1] Offline Imitation Learning by Controlling the Effective Planning Horizon

• Hee-Jun Ahn*, Seongwoong Shim*, Byung-Jun Lee

• International Conference on Pattern Recognition and Artificial Intelligenc (ICPRAI 2024)