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Hanyang Chen

（陈晗阳）

Incoming Ph.D. Student
hanyang-chen [at] outlook.com


About Me It's-a me, Mario!

I am an incoming Ph.D. student in Computer Science at Arizona State University (ASU), where I will be advised by Prof. Hua Wei in the Data Mining and Reinforcement Learning (DaRL) Group. I pursued my master’s study at Beijing Jiaotong University (BJTU), where I was supervised by Prof. Shengnan Guo and co-advised by Prof. Huaiyu Wan. I am also fortunate to have the opportunity to work with Prof. Songhe Feng, Prof. Kaiyu Huang, Xiaowei Mao, and other excellent researchers during my master’s study. My main research interests include reinforcement learning, data mining, and large language models.

🍄 Beyond research, I'm a Nintendo fan as well! I especially love the Super Mario series — from the classic side-scrolling platformers to Super Mario Odyssey and Luigi's Mansion. Pikmin, Pokémon, and Kirby are among my favorites too. I'm drawn to the creativity, charm, and sheer joy these games bring, and they often remind me that there's always more than one way to approach a challenge — in life and in research alike. Let's-a go! 🎮⭐

News

[2026-06-24] Glad to receive the award of "Outstanding Master's Thesis of Beijing Jiaotong University".
[2026-06-17] Our paper: "DADiff: Diffusion-Driven Cross-Domain Policy Adaptation for Reinforcement Learning" is accepted by IROS 2026. See you in Pittsburgh!
[2026-05-23] Glad to receive the award of "Outstanding Graduating Student of Beijing Jiaotong University".
[2026-05-16] Our paper: "Online Irregular Multivariate Time Series Forecasting via Uncertainty-Driven Dual-Expert Calibration" is accepted by KDD 2026. See you in Jeju!
[2025-06-20] Our paper: "Proactive-XLight: Proactive Traffic Signal Control with Pluggable and Reliable Traffic Prediction" is accepted by IEEE TMC. It is available now!
[2024-11-08] I have received the National Scholarship.
[2024-10-12] I have received the NeurIPS 2024 Scholar Award.
[2024-09-26] Our paper: "DiffLight: A Partial Rewards Conditioned Diffusion Model for Traffic Signal Control with Missing Data" is accepted by NeurIPS 2024. See you in Vancouver!
[2023-06-21] Glad to receive the award of "Outstanding Graduating Student of Beijing".

Selected Publications

  1. Teaser figure for DADiff: Diffusion-Driven Cross-Domain Policy Adaptation for Reinforcement Learning IROS 2026
    DADiff: Diffusion-Driven Cross-Domain Policy Adaptation for Reinforcement Learning
    Hanyang Chen, Anirudh Satheesh, Longchao Da, Hua Wei
    IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 2026.
  2. Teaser figure for Beyond English: Uncovering the Multilingual Gap in Vision-Language-Action Models arXiv
    Beyond English: Uncovering the Multilingual Gap in Vision-Language-Action Models
    Hanyang Chen, Hongliang Li, Jiarui Cao, Yang Li, Yang Jiang, Haonan Wen, Kaiyu Huang, Shengnan Guo, Huaiyu Wan
    arXiv:2606.15714, 2026.
    PDF
    BibTeX 
    @article{chen2026english,
  title={Beyond English: Uncovering the Multilingual Gap in Vision-Language-Action Models},
  author={Chen, Hanyang and Li, Hongliang and Cao, Jiarui and Li, Yang and Jiang, Yang and Wen, Haonan and Huang, Kaiyu and Guo, Shengnan and Wan, Huaiyu},
  journal={arXiv preprint arXiv:2606.15714},
  year={2026}
}
  3. Teaser figure for Online Irregular Multivariate Time Series Forecasting via Uncertainty-Driven Dual-Expert Calibration KDD 2026
    Online Irregular Multivariate Time Series Forecasting via Uncertainty-Driven Dual-Expert Calibration
    Haonan Wen, Hanyang Chen, Songhe Feng
    ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD), 2026.
    PDF Code
    BibTeX 
    @article{wen2026online,
  title={Online Irregular Multivariate Time Series Forecasting via Uncertainty-Driven Dual-Expert Calibration},
  author={Wen, Haonan and Chen, Hanyang and Feng, Songhe},
  journal={arXiv preprint arXiv:2605.28603},
  year={2026}
}
  4. Teaser figure for Proactive-XLight: Proactive Traffic Signal Control with Pluggable and Reliable Traffic Prediction IEEE TMC
    Proactive-XLight: Proactive Traffic Signal Control with Pluggable and Reliable Traffic Prediction
    Yang Jiang, Shengnan Guo, Hanyang Chen, Xiaowei Mao, Youfang Lin, Huaiyu Wan
    IEEE Transactions on Mobile Computing (TMC), 2025.
    PDF Code
    BibTeX 
    @article{jiang2025proactive,
  title={Proactive-XLight: Proactive Traffic Signal Control With Pluggable and Reliable Traffic Prediction}, 
  author={Jiang, Yang and Guo, Shengnan and Chen, Hanyang and Mao, Xiaowei and Lin, Youfang and Wan, Huaiyu},
  journal={IEEE Transactions on Mobile Computing}, 
  year={2025},
  volume={24},
  number={11},
  pages={11465-11479},
}
  5. Teaser figure for DiffLight: A Partial Rewards Conditioned Diffusion Model for Traffic Signal Control with Missing Data NeurIPS 2024
    DiffLight: A Partial Rewards Conditioned Diffusion Model for Traffic Signal Control with Missing Data
    Hanyang Chen, Yang Jiang, Shengnan Guo, Xiaowei Mao, Youfang Lin, Huaiyu Wan
    Conference on Neural Information Processing Systems (NeurIPS), 2024.
    PDF Code
    BibTeX 
    @article{chen2024difflight,
  title={Difflight: a partial rewards conditioned diffusion model for traffic signal control with missing data},
  author={Chen, Hanyang and Jiang, Yang and Guo, Shengnan and Mao, Xiaowei and Lin, Youfang and Wan, Huaiyu},
  journal={Advances in Neural Information Processing Systems},
  volume={37},
  pages={123353--123378},
  year={2024}
}
    Spotlight Paper

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