2026

[P1] GraphMind: LLMs as Dynamic Knowledge Builders for Sequential Decision-Making

• Sunguk Shin*, Hayeong Lee*, Jun Ho Seo*, Jinho Lee, Myunsoo Kim, Minsuk Chang, Byung-Jun Lee 

• Under Review

[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)

[C4] 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)

2025

[W1] Evaluating LLM Planning in Partially Observable Environments via Observation Representations and Action Sequences

• Hayeong Lee*, Jun Ho Seo*, Sunguk Shin*, Jinho Lee, Myunsoo Kim, Minsuk Chang, Byung-Jun Lee

• NeurIPS 2025 Workshop on Bridging Language, Agent, and World Models for Reasoning and Planning 

[C3] Rethinking DPO: The Role of Rejected Responses in Preference Misalignment

• Jay Hyeon Cho, JunHyeok Oh, Myunsoo Kim, Byung-Jun Lee

• Conference on Empirical Methods in Natural Language Processing (EMNLP 2025 Findings)

[C2] 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)

[C1] 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)