Jingyu Xiao (肖劲宇), Whale

PhD at CUHK; MS at Tsinghua University

jy-xiao21@tsinghua.org.cn; whalexiao99@gmail.com

🐳 About Me

I am a first-year Ph.D. student at The Chinese University of Hong Kong, supervised by Prof. Michael R.Lyu (IEEE/ACM/AAAS Fellow), where I am supported by Hong Kong PhD Fellowship (HKPFS). I obtained my M.S. (2021-2024) in Computer Science at Tsinghua University with Outstanding Graduate Award, supervised by Professor Yong Jiang. I received my Bachelor's degree (2017-2021) from Wuhan University. My research interests mainly include: (1) Large Language Models: Code Intelligence. (2) Data Mining: User Behavior Modeling, Graph Mining and Anomaly Detection. (3) Computer Networks: Network Failure Localization, Network Function Virtualization and Programmable Switches.

🔥🔥The rapid advancements in generative AI, particular Multi-modal Large Language Models (MLLMs), now excelling in multimodal understanding and code generation. Recently, I mainly explore code intelligence of MLLMs in multimodal scenarios, e.g., UI code generation/repair, scientific plot code generation.

🔥🔥I created Awesome-Multimodal-LLM-for-Code repository and keep updating it. This is the first Awesome MLLM4Code repository and promotes code generation research under multi-modal scenarios. I also maintain the WebPAI (Web Development Powered by AI) project, aiming to build an AI platform for more reliable and practical automated webpage generation. If you find our work interesting, feel free to contact me for discussion or collaboration.

🔥 News

• [2024.11] 🔥🔥 Check my lastest preprint Interaction2Code for interactive webpage generation based on MLLMs.
• [2024.9] 🎉🎉One first-authored paper got accepted by Computer Networks 2024.
• [2024.6] 🎆🎆 Graduate from Tsinghua University with Outstanding Graduate Award.
• [2024.5.17] 🎉🎉One first-authored paper got accepted by SIGKDD 2024, see you in Barcelona, Spain!.
• [2024.5.9] Very honored to receive the first prize of the 9th SIGS Professional Practice.
• [2023.11] One first-authored paper got accepted by IEEE/ACM Transactions on Networking.
• [2023.7.20] Exhibited a poster at the 2023 Tencent Rhino Bird Elite Research Camp.
• [2023.7.8] One first-authored paper got accepted by IMWUT/UbiComp 2023, see you in Cancun, Mexico!
• [2023.4] I was selected for the "2023 Tencent Rhino-Bird Elite Talent Program" (腾讯犀牛鸟精英人才计划).
• [2023.3] I was awarded AAMAS student scholarship.
• [2023.1.17] One co-authored paper got accepted by IMWUT/UbiComp 2023.
• [2023.1.4] One first-authored paper got accepted by AAMAS 2023.
• [2022.12] One co-authored paper got accepted by SIGMOD 2023.
• [2022.9] One co-authored paper got accepted by CoNEXT 2022.
• [2021.8] One co-authored paper got accepted by IPCCC 2021.
• [2021.6] One co-authored paper got accepted by NSDI 2022.

🧑‍💻 Experiences

• Tsinghua University SIG Group 2020.7 – 2021.8
  Research Intern, Direction: Network Failure Localization Based on Programmable Data Plane

• Tencent TEG Network Platform Department 2020.11 – 2021.4
  Research Intern Mentored by Congcong Miao, Direction: Data-driven Intelligent Open Optical Network Research

• Department of Mathematical Theory, Pengcheng Laboratory 2021.10 – present
  Research Intern, Direction: Application of Graph Neural Networks in Intelligent Network Systems and Smart Homes

• Tencent IEG Public Data Platform Department 2023.3 – 2024.3
  Research Intern, Direction: Game Match, Game Large Language Model

📝 Publications

Preprint

• Interaction2Code: How Far Are We From Automatic Interactive Webpage Generation?
  Jingyu Xiao, Yuxuan Wan, Yintong Huo, Zhiyao Xu, Michael R.Lyu.
  [paper] [code]

2024

• Make Your Home Safe: Time-aware Unsupervised User Behavior Anomaly Detection in Smart Homes via Loss-guided Mask.
  Jingyu Xiao, Zhiyao Xu, Qingsong Zou, Qing Li, Dan Zhao, Dong Fang, Ruoyu Li, Wenxin Tang, Kang Li, Xudong Zuo, Penghui Hu, Zixuan Weng, Yong Jiang, Michael R.Lyu.
  ACM International Conference on Knowledge Discovery and Data Mining (SIGKDD 2024), Barcelona, Spain, August 25-29, 2024. [CCF-A]
  [paper][slides][video]

• Themis: A Passive-Active Hybrid Framework with In-Network Intelligence for Lightweight Failure Localization.
  Jingyu Xiao, Qing Li, Xudong Zuo, Dan Zhao, Wenxin Tang, Yong Jiang.
  Computer Networks (CN 2024). [CCF-B]
  [paper]

2023

• FlexNF: Flexible Network Function Orchestration for Scalable On-Path Traffic Serving.
  Jingyu Xiao, Xudong Zuo, Qing Li, Dan Zhao, Hanyu Zhao, Yong Jiang, Jiyong Sun, Bin Chen, Yong Liang, Jie Li.
  IEEE/ACM Transactions on Networking (ToN 2023). [CCF-A]
  [paper]

• I Know Your Intent: Graph-enhanced Intent-aware User Device Interaction Prediction via Contrastive Learning.
  Jingyu Xiao, Qingsong Zou, Qing Li, Dan Zhao, Kang Li, Zixuan Weng, Ruoyu Li, Yong Jiang.
  In Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies (IMWUT/UbiComp 2023) Cancún, Mexico, 8-12 October 2023. [CCF-A]
  [paper][slides][video][blog]

• User Device Interaction Prediction via Relational Gated Graph Attention Network and Intent-aware Encoder.
  Jingyu Xiao, Qingsong Zou, Qing Li, Dan Zhao, Kang Li, Wenxin Tang, Runjie Zhou, Yong Jiang.
  In Proceedings of the 22nd International Conference on Autonomous Agents and Multiagent System (AAMAS 2023(Oral)),London, 29 May-2 June 2023. [CCF-B]
  [paper][slides][video]

• Pontus: Finding Waves in Data Streams.
  Zhengxin Zhang, Qing Li, Guanglin Duan, Dan Zhao, Jingyu Xiao, Guorui Xie, Yong Jiang.
  In Proceedings of the 2023 International Conference on Management of Data (SIGMOD 2023), Seattle metropolitan area, Washington, USA, June 18-23, 2023. [CCF-A]
  [paper]

• IoTBeholder: A Privacy Snooping Attack on User Habitual Behaviors from Smart Home Wi-Fi Traffic.
  Qingsong Zou, Qing Li, Ruoyu Li, Yucheng Huang, Gareth Tyson, Jingyu Xiao, Yong Jiang.
  In Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies (IMWUT/UbiComp 2023), Cancún, Mexico, 8-12 October 2023. [CCF-A]
  [paper]

2022

• Detecting Ephemeral Optical Events with OpTel.
  Congcong Miao, Minggang Chen, Arpit Gupta, Zili Meng, Lianjin Ye, Jingyu Xiao, Jie Chen, Zekun He, Xulong Luo, Jilong Wang, Heng Yu.
  In USENIX Symposium on Networked Systems Design and Implementation (NSDI 2022), Renton, WA, USA, April 4-6, 2022. [CCF-A]
  [paper][slides][video]

• Drift-Bottle: A Lightweight and Distributed Approach to Failure Localization in General Networks.
  Xudong Zuo, Qing Li, Jingyu Xiao, Dan Zhao, Yong Jiang.
  In 18th International Conference on emerging Networking EXperiments and Technologies (CoNEXT 2022), Rome, Italy, December 6-9, 2022. [CCF-B]
  [paper][slides]

2021

• PUFF: A Passive and Universal Learning-based Framework for Intra-domain Failure Detection.
  Lianjin Ye, Qing Li, Xudong Zuo, Jingyu Xiao, Yong Jiang , Zhuyun Qi , Chunsheng Zhu.
  In International Performance Computing and Communications Conference (IPCCC 2021), Austin, Texas, USA, October 10-29, 2021. [CCF-C]
  [paper][slides]

Academic Service

• Conference Reviewer: IPCCC 2023, KDD 2024
• Journal Reviewer: TPDS 2023, TNSM 2024, TMC 2024

🌟 Selected Awards and Honors

• Hong Kong PhD Fellowship (HKPFS), Research Grants Council (RGC) [2024-2028]

• CUHK Vice-Chancellor’s Scholarship, The Chinese University of Hong Kong [2024-2028]

• Outstanding Graduate Award, Tsinghua University (Top 1%, Top 1 in SIGS Computer Technology) [2024]

• First Prize in Internship Award, Tsinghua University (Top 1%, Top 2 in SIGS Computer Technology) [2024]

• National Scholarship, Ministry of Education of China (Top 0.2%)[2018;2020]

• Ruan LiPing Scholarship, Wuhan University(Top 0.1%)[2019]

• Pacemaker to Merit Student, Wuhan University (Top 0.2%)[2020]

• Candidates for Top Ten Luojia Students of Wuhan University, Wuhan University(Top 0.5%)[2021]

• Outstanding Bachelor Dissertation Award, Wuhan University (Top 5%) [2021]

• Outstanding Graduate Award, Wuhan University (Top 10%) [2021]

• Tsinghua University Bozhilin-Huiyan Scholarship, Tsinghua University (Top 10%) [2022]

• Tencent Rhino-Bird Elite Talent, Tencent (Top 50+ in China) [2023]

• AAMAS Student Scholarship [2023]

• First Prize Scholarship, Tsinghua University (Top 10%) [2023]

• Hubei Provincial Translation Contest Excellence Award [2019]

• First Prize in Hubei Province, National Undergraduate Mathematical Contest in Modeling [2019]

• Honorable Mentions, Mathematical Contest In Modeling/Interdisciplinary Contest In Modeling (MCM/ICM) [2020]

Talks

• [Aug 15 2024] Youth PhD Talk-KDD 2024, AI TIME, Online. [News (Chinese)]
• [June 14 2024] "From 0 to 1, research experience sharing for beginners" at SummerCamp of Tsinghua University. [Slide (Chinese)]

Mentorship

I am very lucky to mentor the following talented students:

• Kang Li (B.S.in Jilin University) → Master Student @Tsinghua University (coauthor of AAMAS2023, UbiComp2023, SIGKDD2024)

• Wenxin Tang (B.S.in Jilin University) → Master Student @Tsinghua University (coauthor of AAMAS2023, SIGKDD2024, CN2024)

• Runjie Zhou (B.S.in Shandong University) → Master Student @Peking University (coauthor of AAMAS2023)

• Zixuan Weng (B.S.in Beijing Jiao Tong University) → PhD Student @University of Notre Dame (coauthor of UbiComp2023, SIGKDD2024)

• Zhiyao Xu (Undergraduate in Xidian University) → Master Student @Tsinghua University (coauthor of SIGKDD2024)

• Yuhang Wang (Undergraduate in Southwest University)

I am always looking for related collaborations. Feel free to drop me an email if you are interested!