Junming Yang

Master Student
Department of computer science, Southeast University
jmingyang (at) outlook.com

👨‍🎓 About Me

I am currently a second-year graduate student at PALM lab, Department of Computer Science, Southeast University under the supervision of Prof. Xin Geng and Prof. Ning Xu. Previously, I received my B.Eng. degree from Nanjing University of Posts and Telecommunications in June 2024.

💻 Internships

2026.03 - Present, research intern at AntGroup for General Agent Scaling.
2024.04 - 2024.08, research intern at OpenMMLab of Shanghai Artificial Intelligence Lab, advised by Dr. Haodong Duan.
2023.02 - 2024.01, research assistant at Shanghai Jiao Tong University, advised by Prof. Yunbo Wang for world model and RL.

📄 Preprints

Preprint

Preference Orchestrator: Prompt-Aware Multi-Objective Alignment for Large Language Models

Biao Liu, Ning Xu, Junming Yang, Xin Geng

Arxiv, 2025.

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📝 Selected Publications

ICLR

Alignment through Meta-Weighted Online Sampling: Bridging the Gap between Data Generation and Preference Optimization

Junming Yang, Ning Xu, Biao Liu, Shiqi Qiao, Xin Geng

ICLR 2026.

PDF Code

ACM MM

VLMEvalKit: An Open-Source Toolkit for Evaluating Large Multi-Modality Models

Haodong Duan, Junming Yang, Yuxuan Qiao, Xinyu Fang, Lin Chen, Yuan Liu, Xiaoyi Dong, Yuhang Zang, Pan Zhang, Jiaqi Wang, Dahua Lin, Kai Chen

ACM MM 2024 Open Source Software Competition.

PDF Code

NeurIPS

Prism: A Framework for Decoupling and Assessing the Capabilities of VLMs

Yuxuan Qiao, Haodong Duan, Xinyu Fang, Junming Yang, Lin Chen, Songyang Zhang, Jiaqi Wang, Dahua Lin, Kai Chen

38th Annual Conference on Neural Information Processing Systems (NeurIPS), 2024.

PDF Code

ICPR

CoCoT: Contrastive Chain-of-Thought Prompting for Large Multimodal Models with Multiple Image Inputs

Daoan Zhang*, Junming Yang*, Hanjia Lyu*, Zijian Jin, Yuan Yao, Mingkai Chen, Jiebo Luo (*Equal Contribution)

27th Interntional Conference on Pattern Recognition (ICPR), 2024.

PDF

NeurIPS

Making Offline RL Online: Collaborative World Models for Offline Visual Reinforcement Learning

Qi Wang*, Junming Yang*, Yunbo Wang, Xin Jin, Wenjun Zeng, Xiaokang Yang (*Equal Contribution)

38th Annual Conference on Neural Information Processing Systems (NeurIPS), 2024.

PDF Code

ECAI

Model-based Offline Policy Optimization with Adversarial Network

Junming Yang, Xingguo Chen, Shengyuan Wang, Bolei Zhang

26th European Conference on Artificial Intelligence (ECAI), 2023.

PDF Code

📖 Educations

2024.09 - Present, Graduate, Southeast University, Nanjing.
2020.09 - 2024.06, Undergraduate, Nanjing University of Posts and Telecommunications, Nanjing.
2017.09 - 2020.06, No.1 Middle School affiliated to Central China Normal University, Wuhan.

💼 Services

Reviewer for Conferences (NeurIPS, ICLR, ICML) and Journals (TNNLS).

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