刘柳
北京航空航天大学人工智能学院教授，入选国家级青年人才。博士毕业于悉尼大学，在悉尼大学从事博士后研究工作，导师和合作导师Prof.Dacheng Tao. 主要研究机器学习和深度学习的算法设计理论分析及其应用，具体地包括：1）组合优化、两阶优化、零阶优化的算法设计收敛证明及复杂度分析，对应的应用包括强化学习，金融管理的风险规避，黑盒，量子机器学习等问题；2)泛化误差的分析及证明，对应的应用包括流标签学习、小样本...details>
- 1.Zhen Wang.Continual Learning Through Retrieval and Imagination..Association for the Advancement of Artificial Intelligence (AAAI) (Oral), 2022.
- 2.Continual Learning with Lifelong Vision Transformer..Computer Vision and Pattern Recognition (CVPR), 2022.
- 3.Text-to-Image Synthesis based on ObjectGuided Joint-Decoding Transformer..Computer Vision and Pattern Recognition (CVPR), 2022.
- 4.Semantic Inference Network for Few-shot Streaming Label Learning..IEEE Transactions on Neural Networks and Learning Systems (T-NNLS), 2022.
- 5.Balancing the Stability-Plasticity through Advanced Null Space in Continual Learning..European Conference on Computer Vision (ECCV) (Oral), 2022.
- 6.Generalized Watson Distribution on the Hypersphere, with Applications to Clustering..Journal of Mathematical Imaging and Vision (JMIV), 2022.
Research Group
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