
About Me
I am conducting my doctoral research with the Statistics and Machine Learning Laboratory at Graduate School of Informatics, Kyoto University, supervised by Prof. Junya Honda.
My current research interests are mainly in learning theory and online optimization.
I received my Master’s Degree in Computer Technology, at School of Computer Science and Technology, Harbin Institute of Technology (Shenzhen), supervised by Prof. Qing Liao.
I received my Bachelor’s Degree in Computer Science and Technology, at School of Computer Science, SWPU in 2022.
Research Area
- Learning Theory
- Online Optimization
- Data Mining
Work experience
- Algorithm Intern (2024.04-2024.07), Tencent, PCG Department, QQ short video recommendation. I’m mainly responsible for the multi-objective fusion (MTF) of precision ranking scores based on implicit Q-learning (IQL) reinforcement learning algorithm.
Manuscripts and Publications
Zhang H, Zheng D, Yang X, et al. FedDCSR: Federated Cross-domain Sequential Recommendation via Disentangled Representation Learning[C]. SIAM International Conference on Data Mining, 2024. [paper] [code]
Zhang H, Zheng D, Zhong L, et al. FedHCDR: Federated Cross-Domain Recommendation with Hypergraph Signal Decoupling[C]. ECML-PKDD, 2024. [paper] [code]
Zheng D, Zhang H, Zhai J, et al. FedCSR: A Federated Framework for Multi-Platform Cross-Domain Sequential Recommendation with Dual Contrastive Learning[C]. COLING, 2025. [paper] [code]
Software or Toolkit
FedCom: A new method of multi-task clustered federated learning. In this method, we perform dynamic partition of clusters based on community detection, which can alleviate the negative impact caused by the early-stage partition errors.
FedAO: A toolbox for federated learning, aiming to provide implementations of FedAvg, FedProx, Ditto, etc. in multiple versions, such as Pytorch/Tensorflow, single-machine/distributed, synchronized/asynchronous and so on.
Numerical Analysis: A project for the implementation of the algorithm in the numerical analysis (by Timothy Sauer) using Python+Numpy+Pytorch.
Selected Award
- 2021 First Prize of China College Students Computer Design Competition [Cert]
- 2020 Golden Medal of China Parallel Application Challenge On Domestic CPU [Cert]
- 2020 Second Prize of ”Blue Bridge Cup” National Software Competition Final [Cert]
- 2019 First Prize of National English Competition for College Students (NECCS) [Cert]
Social Service
- Former captain of the student team SCPCLab
- Volunteer for the 3rd Sichuan Robot Competition [Cert]
- 2020 Class Tutor for Computer Science and Technology major at SWPU [Cert]
Selected Blog Post
- 谱图论:Laplacian算子及其谱性质
- 迁移学习:互信息的变分上下界
- SICP:惰性求值、流和尾递归(Python实现)
- 分布式机器学习:异步SGD和Hogwild!算法(Pytorch)
- 随机算法:蒙特卡洛和拉斯维加斯算法
- 因果推断:解决推荐系统公平性的新思路
Folks
- include-yy :
- Koshkaaa :
- TTS-S :
- Bruce :
- TheWitcher :
- 白小鱼 :
- lokinko :
