Selected publications

Ideas across disciplines.

Selected work in machine learning, systems, Earth intelligence, computational imaging, and molecular biology. For the complete record, visit Google Scholar.

25 selected publications

2026

ReSkill: Reconciling Skill Creation with Policy Optimization in Agentic RL

Zelin He, Haotian Lin, Boran Han, Wei Zhu, Haoyang Fang, et al.

Preprint
2026

HetRL: Efficient Reinforcement Learning for LLMs in Heterogeneous Environments

Yongjun He, Shuai Zhang, Jiading Gai, Xiyuan Zhang, Boran Han, et al.

MLSys
2025

Hard Constraint Guided Flow Matching for Gradient-Free Generation of PDE Solutions

Chaoran Cheng, Boran Han, Danielle C. Maddix, Abdul Fatir Ansari, Andrew Stuart, et al.

ICLR
2025

Early Warning of Complex Climate Risk with Integrated Artificial Intelligence

Markus Reichstein, Vitus Benson, Giulia Martini, Boran Han, et al.

Nature Communications
2024

Unraveling the Gradient Descent Dynamics of Transformers

Bingqing Song, Boran Han, Shuai Zhang, Jie Ding, Mingyi Hong

NeurIPS
2024

Transferring Knowledge From Large Foundation Models to Small Downstream Models

Shikai Qiu, Boran Han, Danielle Maddix, Shuai Zhang, Bernie Wang, Andrew Gordon Wilson

ICML
2024

Discovering Bias in Latent Space: An Unsupervised Debiasing Approach

Dyah Adila, Shuai Zhang, Boran Han, Bernie Wang

ICML