Resume
Academic Achievements
- Academic Achievements:
- - Publications:
- - Nature Communications’25: MetaQ: Fast, scalable, and accurate metacell inference via single-cell quantization
- - AAAI’25: Incomplete Multi-view Clustering via Diffusion Contrastive Generation
- - ICLR’24: Multi-granularity Correspondence Learning from Long-term Noisy Videos
- - ICCV’23: Graph Matching with Bi-level Noisy Correspondence
- - TPAMI’22: Dual Contrastive Prediction for Incomplete Multi-view Representation Learning
- - CVPR’21: COMPLETER: Incomplete Multi-view Clustering via Contrastive Prediction
Research Experience
- Research Experience:
- - Multiple projects in the field of multi-modal learning, including robust multi-modal learning, interactive multi-modal learning, and medical AI.
Education
- Ph.D. student in the College of Computer Science at Sichuan University, advised by Prof. Xi Peng.
Background
- Research Interests: Multi-modal Learning and its applications in AI4Science. Key contributions include:
- - Robust Multi-modal Learning: Tackling challenges such as modality missing (CVPR’21, TPAMI’22, AAAI’24-25) and noisy correspondence (ICCV’23, ICLR’24, NeurIPS’24) in image/video-text and image-image data.
- - Interactive Multi-modal Learning: Focusing on interactions between users, tools, and external knowledge (ICML’25, LLaVA-ReID, Visual Abstraction).
- - Medical AI and Bioinformatics: Focusing on single-cell and multi-omics analysis, addressing key challenges such as representative cell selection (Nature Communications’25) and batch effect correction (TNNLS’23).
Miscellany
- Personal Interests and Other:
- - None