2020–2025 Ph.D., Xidian University
2016–2020 B.Sc., Xidian University
Fine-grained and spatial visual understanding in multimodal large models; unified paradigms across modalities.
Large model inference acceleration, model compression, and neural network pruning.
Mechanistic studies bridging deep neural networks and human brain neural systems; modeling of neural mechanisms.
Long-tailed learning, federated learning with data heterogeneity.
Artificial Intelligence: Foundations of Perception and Cognition
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 ChenI
EEE 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 ChenI
EEE 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 (ICLR 2023)
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