Junming Yang

Graduate Student
Southeast University
jmingyang (at) outlook.com

👨‍🎓 About Me

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

📚 Research Interests

I have wide interest on AI, especially machine learning and deep learning. For now, I’ll focus on the following topics:

Large Model: LLM, VLM, model compression, model alignment
Reinforcement Learning: world model, offline RL, model-based RL

🔥 News

[2024.09] Two paper are accepted by NeurIPS 2024!

📝 Publications

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.

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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

ECAI

SDV: Simple Double Validation Model-based Offline Reinforcement Learning

Xun Wang, Haonan Chen, Junming Yang, Zhuzhong Qian, Bolei Zhang

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

PDF Code

💻 Internships

2024.04 - 2024.08, research intern at OpenMMLab of Shanghai Artificial Intelligence Lab, advised by Dr. Haodong Duan.

📖 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, ECAI) and Journals (TNNLS).

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