田品卓 lecturer School of Computer Engineering and Science Shanghai University E-mail: pinzhuo [@]shu [DOT] edu [DOT]cn

About me

I received my Ph.D. degree from Nanjing University in 2021, supervised by Prof. Gao Yang. I'm interested in machine learning. Recently, I mainly focus on how to use meta-learning or transfer learning to design efficient and robust supervised leanring or reinforcement learning algorithms. These algorithms are supposed to be applied into some real world applications.

田品卓老师博士毕业于南京大学软件新技术国家重点实验室，目前主要从事于机器学习、人工智能方向研究，主要围绕如何利用元学习、迁移学习等方法构建更为高效、可靠的学习模型，使其适用于复杂、开放的现实环境。田品卓老师目前在AAAI、IJCAI，TCYB、TNNLS、TMM等机器学习、人工智能著名学术会议和期刊上发表文章十篇，并担任CVPR、ICCV，AAAI、TNNLS等国际会议期刊审稿人，曾获得南京市人工智能产业人才“兴智计划”资助，AAAI20学生旅行奖，CGCKD2022优秀学生论文，并在IJCAI-YES、ACCV上进行学术报告。

News

• 题组优势：紧跟最新前沿技术；会和学生进行良性互动，经常讨论idea和指导，氛围轻松；有机器学习方面的实战项目以提升动手实践能力

• [22.12] 联合南京大学计算机科学与技术系 李文斌老师和人工智能学院 叶翰嘉老师在ACCV22上组织关于 few-shot learning 的tutorial!

• [22.12] One paper was accepted by IEEE Transactions on Cybernetics (TCYB)，1区，CCF-B类期刊！

• [22.11] One paper was accepted by AAAI-23, CCF-A类会议！

• [22.11] One paper was accepted by IEEE Transactions on Multimedia (TMM), 1区，CCF-B类期刊！

• [22.08] 中文文章被CGCKD2022录用，并获优秀学生论文奖！

• [22.06] One paper was accepted by PRICAI 22!

Publications

1. Zhenxing Ge, Shangdong Yang, Pinzhuo Tian, Zixuan Chen, Yang Gao, " Modeling Rationality: Towards Better Performance Against Unknown Agents in Sequential Games" , IEEE Transactions on Cybernetics (TCYB), 2022, CCF-B, 1区

2. Linjian Meng, Zhenxing Ge, Pinzhuo Tian, Bo An, Yang Gao, " Deep FTRL-ORW: An Efficient Deep Reinforcement Learning Algorithm for Solving Imperfect Information Extensive-Form Games" . AAAI-23, CCF-A

3. Pinzhuo Tian, Shaorong Xie, " An Adversarial Meta-training Framework for Cross-domain Few-Shot Learning" , IEEE Transactions on Multimedia (TMM), 2022, CCF-B, 1区

4. Zhenxing Ge, Shuai Xiang, Pinzhuo Tian, Yang Gao, "基于深度强化学习的惯蛋扑克博弈求解 ", CGCKD2022, 优秀学生论文奖

5. Chao Li, Yujing Hu, Pinzhuo Tian, Shaokang Dong, and Yang Gao, " DDMA: Discrepancy-Driven Multi-Agent Reinforcement Learning ", PRICAI 22, CCF-C

6. Pinzhuo Tian, Wenbin Li, YangGao, "Consistent Meta Regularization for Better Meta-knowledge in Few-shot Learning ", IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2021, CCF-B, 1区

7. Pinzhuo Tian, YangGao, "Improving Meta-Learning Model via Meta-contrastive Loss ", Frontiers of Computer Science (FCS), 2021, CCF-C, 2区

8. Pinzhuo Tian, Lei Qi, Shaokang Dong, Yinghua She, YangGao, "Consistent MetaReg: Alleviating Intra-task Discrepancy for Better Meta-knowledge ", IJCAI 20. CCF-A

9. Pinzhuo Tian, Zhangkai Wu, Lei Qi, Lei Wang, Yinghuan Shi, Yang Gao, " Differentiable Meta-Learning Model for Few-Shot Semantic Segmentation ", AAAI20. CCF-A

10. Pinzhuo Tian, Lei Qi, Yinghuan Shi, Luping Zhou, Yang Gao, Dinggang Shen, " A Novel Image-Specific Transfer Approach for Prostate Segmentation in MR Images ", ICASSP 18. CCF-B

Address

Room 415, Computer Science Building, Baoshan Campus, Shanghai University