Hi, I am currently pursuing my PhD in the Knowledge Mining Group (KMG) at the School of Computer Science and Engineering, Nanjing University of Science and Technology. I am supervised by Prof. Yang Yang and Associate Prof. Qingyuan Jiang. My research interests focus on multimodal learning.

🔥 News

• 2025.09:   One paper has been accepted by NeruIPS 2025 as an Oral paper (CCF-A).
• 2025.07:   One paper has been accepted by ECAI 2025 (CCF-B).
• 2024.09:   One paper has been accepted by ACML 2024 (CCF-C).
• 2024.06:   The Second Prize in the 2024 Global AI Technology Innovation Competition - Drone Perspective Dual Light Target Detection.
• 2024.01:   Attended Baidu Wenxin Developer Talk — Research and Application of Multimodal Foundation Model Fine-tuning Techniques.
• 2023.12:   The Champion in the 2023 Global Campus AI Algorithm Elite Competition - Zero-shot Referring Expression Comprehension.
• 2023.12:   The Second Prize in the 2023 Greater Bay Area (Huangpu) International Algorithm Example Competition - Continual Learning Track.

📖 Educations

• 2024.09 - Now, Postgraduate studies (PhD), Nanjing University of Science and Technology.
• 2023.09 - 2024.09, Postgraduate studies (Master), Nanjing University of Science and Technology.
• 2019.09 - 2023.06, B.E. in Computer Science and Technology, Nanjing Xiaozhuang University.

🏆 Honors and Awards

• 2024.04 Outstanding Undergraduate Thesis (Design) Award of Jiangsu Province.
• 2023.09 Outstanding Undergraduate Thesis (Design) Award of NanJing XiaoZhuang University.

📝 Publications

NeruIPS 2025

Rethinking Multimodal Learning from the Perspective of Mitigating Classification Ability Disproportion

NeruIPS 2025 (Oral) Github

Qingyuan Jiang, Longfei Huang, Yang Yang*

Paper Coming Soon

ECAI 2025

Multimodal Semantic Decoupled Prompt for Zero-Shot Referring Expression Comprehension

ECAI 2025 Github

Yuxuan Zhang^†, Longfei Huang^†, Yang Yang* (^†Equal Contribution)

Paper Coming Soon Competition report

ACML 2024

Refining Visual Perception for Decoration Display: A Self-Enhanced Deep Captioning Model

ACML 2024 Github

Longfei Huang, Xiangyu Wu, Jingyuan Wang, Weili Guo, Yang Yang*

Paper

• The Solution for the sequential task continual learning track of the 2nd Greater Bay Area International Algorithm Competition, Competition report.

• The Solution for the 5th GCAIAC Zero-shot Referring Expression Comprehension Challenge, Competition report.

• The Solution for the GAIIC2024 RGB-TIR object detection Challenge, Competition report.