My name is Yang Qin (秦阳). I’m a Ph.D. candidate (since 2021) at the College of Computer Science, Sichuan University, fortunately advised by Prof. Dezhong Peng and Prof. Peng Hu.
My research interests mainly focus on multimodal learning and noisy correspondence (NC). Recently, I’ve been conducting research related to LLMs.
- Multimodal Learning: Multimodal Fusion & Cross-modal Learning
- Noisy Correspondence: NCs in Image-Text Matching and Text-based ReID
- LLMs/MLLMs: Code LLMs & Application of MLLMs/LLMs.
- This is a Chinese brief to help MT recruit Research Interns (RI) about LLMs. If you are interested, please get in touch with me.
🔥 News
- 2025.2.27, one paper about LLM was accepted by CVPR 2025 (CCF-A). Thanks to all coauthors! 🎉
- 2025.1.23, one paper about LLM was accepted by ICLR 2025. Thanks to all coauthors! 🎉
- 2025.1.19, one paper was accepted by TMM (中科院1区). Congrats to Yanglin and coauthors! 🎉
- 2025.1.16, one paper was accepted by TIFS (中科院1区, CCF-A). Congrats to Yongxiang and coauthors! 🎉
- 2024.12.10, one paper was accepted by AAAI 2025 (CCF-A). Congrats to Ruitao and coauthors! 🎉
- 2024.10.28, one paper was accepted by TMM (中科院1区). Thanks to all coauthors! 🎉
- 2024.7.16, one paper was accepted by ACM MM 2024 (CCF-A). Congrats to Longan (Undergrad) and coauthors! 🎉
- 2024.6.26, one paper was accepted by TIP (中科院1区, CCF-A). Congrats to Yongxiang and coauthors! 🎉
- 2024.6.23, one paper was accepted by TKDE (中科院1区, CCF-A). Congrats to Yuan and coauthors! 🎉
- 2024.4.20, one paper was accepted by TMM (中科院1区). Congrats to Yuan and the coauthors! 🎉
- 2024.2.27, one paper was accepted by CVPR 2024 (CCF-A). Thanks to all coauthors! 🎉
- 2023.9.22, one paper was accepted by NeurIPS 2023 (CCF-A). Thanks to all coauthors! 🎉
- 2022.6.30, one paper was accepted by ACM MM 2022 (CCF-A). Thanks to all coauthors! 🎉
📝 Publications
- [CVPR’25] Yang Qin, Chao Chen, Zhihang Fu, Dezhong Peng, Xi Peng, Peng Hu#, Human-centered Interactive Learning via MLLMs for Text-to-Image Person Re-identification, IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2025. code
- [ICLR’25] Yang Qin, Chao Chen, Zhihang Fu, Ze Chen, Dezhong Peng#, Peng Hu#, Jieping Ye, ROUTE: Robust Multitask Tuning and Collaboration for Text-to-SQL, International Conference on Learning Representations (ICLR), 2025. code
- [TMM’24] Ruitao Pu*, Yang Qin*, Dezhong Peng#, Xiaoming Song, Huiming Zheng, Deep Reversible Consistency Learning for Cross-modal Retrieval, IEEE Transactions on Multimedia (TMM), 2024. code
- [CVPR’24] Yang Qin, Yingke Chen, Dezhong Peng, Xi Peng, Joey Tianyi Zhou, Peng Hu#, Noisy-Correspondence Learning for Text-to-Image Person Re-identification, IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2024. code
- [NeurIPS’23] Yang Qin, Yuan Sun, Dezhong Peng, Joey Tianyi Zhou, Xi Peng, Peng Hu#, Cross-modal Active Complementary Learning with Self-refining Correspondence, Neural Information Processing Systems (NeurIPS), 2023. code
- [ACM MM’22] Yang Qin, Dezhong Peng, Xi Peng, Xu Wang, Peng Hu#, Deep Evidential Learning with Noisy Correspondence for Cross-modal Retrieval, Proceedings of the 30th ACM International Conference on Multimedia, 10-14 October 2022. code
- For others, see Google Scholar. # and * indicate the corresponding author and equal contribution.
📖 Educations and Experiences
- 2021.09 - now, PhD, the College of Computer Science, Sichuan University, Chengdu China.
- 2024.05 - 2024.12, the Research Internship at Alibaba Cloud (Apsara Lab led by Jieping Ye), Hangzhou China.
- 2017.09 - 2021.06, Undergraduate, the College of Software Engineering, Sichuan University, Chengdu China.
🎖 Honors and Awards
- 2024.11, PhD student National Scholarship.
- 2024.10, Outstanding Graduate Student of Sichuan University.
- 2023.10, Tencent Scholarship.
- 2023.10, Outstanding Graduate Student of Sichuan University.
- 2022.10, PhD student Innovation Scholarship.
🙋 Services
- Conference Reviewer: NeurIPS, ICLR, ICML, CVPR, ICCV, ECCV, ACMMM, IJCAI, AAAI, AISTATS, etc.
- Journal Reviewer: TIP, TNNLS, TVCJ, etc.