2020-2025年 西安电子科技大学 博士
2016-2020年 西安电子科技大学 本科
多模态大模型细粒度视觉理解、空间理解，模态统一范式。
大模型推理加速，模型小型化，模型剪枝。
深度神经网络与人脑神经系统相关机理探究，神经机制建模。
长尾学习，数据异构的联邦学习等。
人工智能：感知与认知基础
2025
Geometric Knowledge-Guided Localized Global Distribution Alignment for Federated Learning
Yanbiao Ma, Wei Dai, Wenke Huang, Jiayi Chen
The IEEE / CVF Computer Vision and Pattern Recognition Conference (CVPR 2025)
Pursuing Better Decision Boundaries for Long-Tailed Object Detection via Category Information Amount
Yanbiao Ma, Wei Dai, Jiayi Chen
The Thirteenth International Conference on Learning Representations (ICLR 2025)
Predicting and Enhancing the Fairness of DNNs with the Curvature of Perceptual Manifolds
Yanbiao Ma, Licheng Jiao, Fang Liu, Maoji Wen, Lingling Li, Wen Ma, Shuyuan Yang, Xu Liu, Puhua Che
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)
2024
Unveiling and Mitigating Generalized Biases of DNNs through the Intrinsic Dimensions of Perceptual Manifolds
Yanbiao Ma, Licheng Jiao, Fang Liu, Lingling Li, Wen Ma, Shuyuan Yang, Xu Liu, Puhua Chen
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)
Geometric Prior Guided Feature Representation Learning for Long-Tailed Classification
Yanbiao Ma, Licheng Jiao, Fang Liu, Shuyuan Yang, Xu Liu, Puhua Chen
International Journal of Computer Vision (IJCV)
2023
Orthogonal uncertainty representation of data manifold for robust long-tailed learning
Yanbiao Ma, Licheng Jiao, Fang Liu, Shuyuan Yang, Xu Liu, Lingling Li
Proceedings of the 31st ACM International Conference on Multimedia (ACM MM)
Feature distribution representation learning based on knowledge transfer for long-tailed classification
Yanbiao Ma, Licheng Jiao, Fang Liu, Shuyuan Yang, Xu Liu, Puhua Chen
IEEE Transactions on Multimedia
Curvature-balanced feature manifold learning for long-tailed classification
Yanbiao Ma, Licheng Jiao, Fang Liu, Shuyuan Yang, Xu Liu, Lingling Li
The IEEE / CVF Computer Vision and Pattern Recognition Conference (CVPR 2023)
Delving into semantic scale imbalance
Yanbiao Ma, Licheng Jiao, Fang Liu, Yuxin Li, Shuyuan Yang, Xu Liu
The International Conference on Learning Representations (ICLR2023)
邮箱：ybma1998@ruc.edu.cn
个人网页：--