publications

2026

1. arXiv

   Score-Based One-step MeanFlow Policy Optimization

   Kyungyoon Kim, Donghyeon Ki, Hee-Jun Ahn, and Byung-Jun Lee

   arXiv preprint arXiv:2605.23365, 2026

   arXiv Bib PDF

   @article{kim2026meanflow,
     title = {Score-Based One-step MeanFlow Policy Optimization},
     author = {Kim, Kyungyoon and Ki, Donghyeon and Ahn, Hee-Jun and Lee, Byung-Jun},
     journal = {arXiv preprint arXiv:2605.23365},
     year = {2026},
     url = {https://arxiv.org/abs/2605.23365},
   }

2. arXiv

   Direct Soft-Policy Sampling via Langevin Dynamics

   Donghyeon Ki, Hee-Jun Ahn, Kyungyoon Kim, and Byung-Jun Lee

   arXiv preprint arXiv:2602.07873, 2026

   arXiv Bib PDF

   @article{ki2026langevin,
     title = {Direct Soft-Policy Sampling via Langevin Dynamics},
     author = {Ki, Donghyeon and Ahn, Hee-Jun and Kim, Kyungyoon and Lee, Byung-Jun},
     journal = {arXiv preprint arXiv:2602.07873},
     year = {2026},
     url = {https://arxiv.org/abs/2602.07873},
   }