Hi, My name is Mouxing Yang (杨谋星). I’m a Ph.D. student from College of Computer Science, Sichuan Univerisity, fortunately advised by Prof.Xi Peng.

My research interests mainly focus on Multi-modal Learning and Multi-view Learning, especially the challenges encountered in open scenarios, such as missing modalities, imbalanced modalties and noisy correspondence. For more insights on noisy correspondence, please refer to our repository: Noisy Correspondence Summary.

🔥 News

• 2024.09:   One co-first-authored paper was accepted by IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI).
• 2024.09:   One co-first-authored paper was accepted by Conference on Neural Information Processing Systems (NeurIPS 2024).
• 2024.02:   One co-first-authored paper was accepted by IEEE Transactions on Image Processing (TIP).
• 2024.01:   One first-authored paper was accepted by International Conference on Learning Representations (ICLR 2024).
• 2024.01:   One first-authored paper was accepted by International Journal of Computer Vision (IJCV).
• 2023.12:   One paper was accepted by The AAAI Conference on Artificial Intelligence (AAAI 2024).
• 2023.11:   One paper was accepted by IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI).
• 2023.09:   One paper was accepted by Nature Communications.
• 2023.07:   One paper was accepted by International Conference on Computer Vision (ICCV 2023).
• 2023.04:   One paper was accepted by International Joint Conference on Artificial Intelligence (IJCAI 2023).
• 2022.06:   One paper was accepted by International Journal of Computer Vision (IJCV).
• 2022.03:   One first-authored paper was accepted by Computer Vision and Pattern Recognition (CVPR 2022).
• 2022.02:   One first-authored paper was accepted by IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI).
• 2021.03:   One first-authored paper was accepted by Computer Vision and Pattern Recognition (CVPR 2021).

📝 Selected Publications

(#: Equal contribution)

• TPAMI 2024 Noise-robust Vision-language Pre-training with Positive-negative Learning, Zhenyu Huang#, Mouxing Yang#, Xinyan Xiao, Peng Hu, Xi Peng
• TIP 2024 Cross-modal Retrieval with Noisy Correspondence via Consistency Refining and Mining, Xinran Ma#, Mouxing Yang#, Yunfan Li, Peng Hu, Jiancheng Lv, Xi Peng
• NeurIPS 2024 Robust Contrastive Multi-view Clustering against Dual Noisy Correspondence, Ruiming Guo#, Mouxing Yang#, Yijie Lin, Xi Peng, Peng Hu
• ICLR 2024 Test-time Adaption against Multi-modal Reliability Bias, Mouxing Yang, Yunfan Li, Changqing Zhang, Peng Hu, Xi Peng
• IJCV 2024 Robust Object Re-identification with Coupled Noisy Labels, Mouxing Yang, Zhenyu Huang, Xi Peng
• CVPR 2022 Learning with Twin Noisy Labels for Visible-Infrared Person Re-Identification, Mouxing Yang, Zhenyu Huang, Peng Hu, Taihao Li, Jiancheng Lv, Xi Peng
• TPAMI 2022 Robust Multi-view Clustering with Incomplete Information, Mouxing Yang, Yunfan Li, Peng Hu, Jinfeng Bai, Jiancheng Lv, Xi Peng
• CVPR 2021 Partially View-aligned Representation Learning with Noise-robust Contrastive Loss, Mouxing Yang, Yunfan Li, Zhenyu Huang, Zitao Liu, Peng Hu, Xi Peng

🎖 Honors and Awards

• 2024.11 National Scholarship
• 2024.05 CASC Scholarship (中国航天科技集团奖学金，一等)
• 2023.10 PhD student Innovation Scholarship
• 2022.10 National Scholarship
• 2021.10 National Scholarship

🙋 Service

• Journal Reviewer: IEEE TPAMI, IEEE TIP, IEEE TKDE, etc.

• Conference Reviewer: ICLR, NeurIPS, ICML, CVPR, ICCV, etc.