Publication

† denotes equal contribution | * denotes corresponding authorship

2026

  1. wel-rac.png
    under review
    under review
    A Model-Agnostic Correction Framework for Short-Term Building Load Forecasting
    Shiqiao Zhou, Huanbo Lyu, Holger Schöner, Zipeng Wu, Jessica Deuschel, Freya Wentzel, IAG Wilson, and Shuo Wang*
    URL
  2. wisp.png
    under review
    under review
    WISP: Composable Representations for Wrist-Worn Activity Recognition
    Zipeng Wu, Shiqiao Zhou, Fabian Spill*, and James Andrews*
    URL
  3. SERAF.png
    ICML Workshop
    ICML 2026 Workshop on Forecasting as a New Frontier of Intelligence (AI Forecasting Workshop)
    Semantics-Enhanced Retrieval-Augmented Time Series Forecasting
    Shiqiao Zhou, Zipeng Wu, Holger Schöner, Edouard Fouché, IAG Wilson, and Shuo Wang*
    URL Poster
  4. SARAF.png
    KDD
    32nd SIGKDD Conference on Knowledge Discovery and Data Mining (KDD 2026)
    Stationarity-Aware Retrieval-Augmented Time Series Forecasting
    Shiqiao Zhou, Holger Schöner, Zipeng Wu, Edouard Fouché, IAG Wilson, and Shuo Wang*
    URL Code Poster Slides
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    ICML
    Forty-third International Conference on Machine Learning (ICML 2026)
    Time Series Decomposition as a standalone Task: A Mechanism-Driven Diagnostic Benchmark
    Zipeng Wu, Jiani Wei, Shiqiao Zhou, Jiajun Chen, Fabian Spill*, and J. W. Andrews*
    URL Code Software

2025

  1. Kriging.png
    under review
    Arxiv (under review)
    Uncertainty-Aware Dual-Ranking Strategy for Offline Data-Driven Multi-Objective Optimization
    Huanbo Lyu, Daniel Herring, Shiqiao Zhou, Miqing Li, Zheming Zuo, Jelena Ninic, James Andrews, Fabian Spill, and Shuo Wang*
    URL
  2. cikm.png
    CIKM · Oral
    The 34th Conference on Information and Knowledge Management (CIKM 2025)
    BALM-TSF: Balanced Multimodal Alignment for LLM-Based Time Series Forecasting
    Shiqiao Zhou, Holger Schöner, Huanbo Lyu, Edouard Fouché, and Shuo Wang*
    URL Code Slides
  3. building.png
    Energy & Buildings
    Energy and Buildings
    A Data-Driven Multi-Objective Optimisation Framework for Energy Efficiency and Thermal Comfort in Flexible Building Spaces
    Huanbo Lyu, Daniel Herring*, Hongkuan Chen, Shiqiao Zhou, Jianyu Zhang, Lingfeng Wang, Zheming Zuo, James Andrews*, Fabian Spill, Jelena Ninic, and Shuo Wang*
    URL Code
  4. eaai.png
    EAAI
    Engineering Applications of Artificial Intelligence (EAAI)
    Comprehensive Assessment of Failure Mode and Shear Capacity of Reinforced Concrete Circular Columns Based on Data-Driven Machine Learning Methods
    Yue Wen†, Shiqiao Zhou†, Gaochuang Cai*, Zhili He, and Amir Si Larbi
    URL
  5. daea_coling2025.png
    COLING
    The 31st International Conference on Computational Linguistics (COLING 2025)
    DAEA: Enhancing Entity Alignment in Real-World Knowledge Graphs Through Multi-Source Domain Adaptation
    Linyan Yang, Shiqiao Zhou*, Jingwei Cheng, Fu Zhang, Jizheng Wan, Shuo Wang, and Mark Lee
    URL Code Poster