🍾 Biography

Hi! I’m a first-year PhD student in the Department of Electrical and Computer Engineering (ECE) at The University of Hong Kong (HKU), under the supervision of Prof. Edith Cheuk Han Ngai. Previously, I obtained my M.E. degree in Computer Science and Technology in the School of Artificial Intelligence (SAI) at Sun Yat-sen University (SYSU), supervised by Prof. Xuehe Wang and B.E. degree in Mechanical Design, Manufacturing and Automation from the University of Electronic Science and Technology of China (UESTC) in 2022.

My research interests include Large Language Models (LLMs), Agents, Distributed Optimization (e.g., Federated Learning), etc.

πŸ“’ I’m actively looking forward to collaborating with self-motivated researchers in the field of LLMs, Agentic AI, etc. Feel free to drop me an email or contact me via WeChat if you’re interested!


πŸ”₯ News

[08.2026] πŸŽ‰ One first-author paper Pivot got accepted at EMNLP'2026 Findings and one collaborative paper got accepted at EMNLP'2026 Main Conference. Congratulations to Weijie Liu!

[08.2026] πŸŽ‰ One co-first-author paper FedSGA and one collaborative paper got accepted at CIKM'2026. Congratulations to Jinfeng Xu!

[06.2026] πŸŽ‰ One first-author paper FedFMX got accepted at ECCV'2026!

[04.2026] πŸŽ‰ One collaborative paper got accepted at ICML'2026. Congratulations to Jian Chen!

[04.2026] πŸŽ‰ One first-author paper Veroic got accepted at KnowFM@ACL'2026!

[04.2026] πŸŽ‰ One first-author paper SAVeR got accepted at ACL'2026!

[03.2026] πŸŽ‰ One collaborative paper got accepted by IEEE Transactions on Cloud Computing (TCC). Congratulations to Chenchen!

[02.2026] πŸŽ‰ One collaborative paper FedFIP got accepted at CVPR'2026. Congratulations to Chenchen!

[10.2025] πŸŽ‰ One collaborative paper FedCMAB got accepted at CloudCom'2025 and received the Best Paper Runner-up Award!

[08.2025] πŸŽ‰ One first-author paper FedAgile got accepted at CIKM'2025(Oral)!

[07.2025] πŸŽ‰ I am serving as a Track Chair for the Special Section ''Secure and Efficient Distributed Machine Learning in Cloud Computing'' held at The 16th IEEE International Conference on Cloud Computing Technology and Science @ IEEE CloudCom 2025.

[06.2025] πŸŽ‰ Honored to be selected as Excellent Graduate in SYSU (Top 5%)!

[03.2025] πŸŽ‰ One first-author paper FedPCS got accepted by IEEE Transactions on Networking (ToN)!

[05.2024] πŸŽ‰ One co-first-author paper FedEnt got accepted by IEEE Transactions on Mobile Computing (TMC)!

[03.2024] πŸŽ‰ One first-author paper QI-DPFL got accepted at IJCNN'2024(Oral)!

[10.2023] πŸŽ‰ One collaborative paper got accepted at QSHINE'2023 and received Best Paper Award!


πŸ“ Selected Publications [Full List]

(* = Equal Contribution, † = Corresponding Author)

EMNLP'2026 Findings
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Leaving the Past Behind: Breaking Personalization Inertia in Long-Term LLM Agents

  • Wenhao Yuan, Chenchen Lin, Jian Chen, Weijie Liu, Jinfeng Xu, Shuo Yang, Edith Cheuk Han Ngai
  • [Paper]
CIKM'2026
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When Is Shallow Enough? Adaptive Split Federated Learning with Client-Specific Sufficiency Estimation

  • Wenhao Yuan*, Chenchen Lin*, Wentao Hu, Jian Chen, Jinfeng Xu, Shujie Li, Edith Cheuk Han Ngai
  • [Paper]
ECCV'2026
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Fisher-Routed Mixture of Experts for Federated Class-Incremental Learning

  • Wenhao Yuan, Chenchen Lin, Jian Chen, Jinfeng Xu, Zewei Liu, Edith Cheuk Han Ngai
  • [Paper]
ACL'2026 Main
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Verify Before You Commit: Towards Faithful Reasoning in LLM Agents via Self-Auditing

  • Wenhao Yuan, Chenchen Lin, Jian Chen, Jinfeng Xu, Xuehe Wang, Edith Cheuk Han Ngai
  • [Paper]
KnowFM@ACL'2026
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Belief-Guided Inference Control for Large Language Model Services via Verifiable Observations

  • Wenhao Yuan, Chenchen Lin, Jian Chen, Jinfeng Xu, Shuo Yang, Edith Cheuk Han Ngai
  • [Paper]
CIKM'2025(Oral)
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Aggregated Gradients-based Adaptive Learning Rate Design in Federated Learning

ToN'2025
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A Game-Theoretic Framework for Privacy-Aware Client Sampling in Federated Learning

TMC'2024
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Adaptive Federated Learning via New Entropy Approach

  • Shensheng Zheng*, Wenhao Yuan*, Xuehe Wang, Lingjie Duan
  • [Paper]

πŸ“– Educations

The University of Hong Kong
2025.09 - current
PhD, Department of Electrical and Computer Engineering.
Sun Yat-sen University
2022.09 - 2025.06
M.E., School of Artificial Intelligence.
University of Electronic Science and Technology of China
2018.09 - 2022.06
B.E., School of Mechanical and Electrical Engineering.

πŸŽ– Honors and Awards

  • ICML’2026 Silver Reviewer
  • SYSU Excellent Graduate (2025)
  • National Scholarship (2024)
  • Excellent Graduate Academic Scholarship (2022-2024)
  • SYSU Excellent Teaching Assistant (2024)
  • The 19th China Post-Graduate Mathematical Contest in Modeling, National Third Prize (Dec. 2022)

πŸ’ Academic Service

Journal Reviewer

  • Transactions on Machine Learning Research (TMLR)
  • IEEE Transactions on Mobile Computing (TMC)
  • IEEE Transactions on Neural Networks and Learning Systems (TNNLS)
  • IEEE Transactions on Parallel and Distributed Systems (TPDS)
  • IEEE Transactions on Industrial Informatics (TII)
  • IEEE Transactions on Communications (TCOM)
  • Future Generation Computer Systems (FGCS)

Conference Reviewer

  • International Conference on Machine Learning (ICML), 2026
  • ACM International Conference on Multimedia (ACM MM), 2026
  • International Joint Conference on Neural Networks (IJCNN), 2025
  • IEEE Congress on Evolutionary Computation (CEC), 2024-2025

Conference Committee Service

  • Program Committee & Track Chair @ IEEE CloudCom 2025
  • Program Committee @ AAAI 2026-2027
  • Program Committee @ IJCAI-ECAI 2026

πŸ§‘πŸ»β€πŸ« Teaching Assistant

  • Distributed systems (ELEC7083), HKU, Jan, 2026.

πŸ’» Internships

  • 2025.07 - 2025.09, Lorem, China.

⛰️ Life beyond Research

πŸ’–

  • This is my girlfriend's homepage, who is a third-year Master's student at Sun Yat-sen University!
  • She is also doing some awesome research on FL and LLMs! Welcome to visit and follow her work!

🐈

    Fries the cat 1 Fries the cat 2 Fries the cat 3
  • We own a lovely and naughty cat named Fries(θ–―ζ‘πŸŸ)!!