PPaperPicks

Yang Shu

East China Normal University, School of Data Science and Engineering, Shanghai, China

17 papers at tracked venues · 17 at CORE A* · active 2024–2026

DBLP profile ↗ORCID 0000-0002-9009-2775 ↗Google Scholar ↗Homepage ↗

Venues

ICDE ×3ICLR ×3AAAI ×2ICML ×2NeurIPS ×2ACM MM ×1CVPR ×1ICCV ×1SIGKDD ×1VLDB ×1

Frequent coauthors

Chenjuan Guo
×14
Bin Yang
×14
Peng Chen
×7
Zhongwen Rao
×4
Lujia Pan
×4
Yihang Wang
×4
Xinyang Chen
×3
Christian S. Jensen
×3
Kai Zhao
×3
Xiuwen Li
×2
Yunyao Cheng
×2
Beibu Li
×2

Papers

  1. Towards Non-Stationary Time Series Forecasting with Temporal Stabilization and Frequency Differencing
    AAAI 2026 ·
    Junkai Lu
    ,
    Peng Chen
    ,
    Chenjuan Guo
    , Yang Shu,
    Meng Wang
    ,
    Bin Yang
  2. AID-SQL: Adaptive In-Context Learning of Text-to-SQL with Difficulty-Aware Instruction and Retrieval-Augmented Generation
    ICDE 2025 ·
    Xiuwen Li
    ,
    Qifeng Cai
    , Yang Shu,
    Chenjuan Guo
    ,
    Bin Yang
  3. AimTS: Augmented Series and Image Contrastive Learning for Time Series Classification
    ICDE 2025 ·
    Yuxuan Chen
    ,
    Shanshan Huang
    ,
    Yunyao Cheng
    ,
    Peng Chen
    ,
    Zhongwen Rao
    , Yang Shu,
    Bin Yang
    ,
    Lujia Pan
    ,
    Chenjuan Guo
  4. Assessing Pre-Trained Models for Transfer Learning Through Distribution of Spectral Components
    AAAI 2025 ·
    Tengxue Zhang
    , Yang Shu,
    Xinyang Chen
    ,
    Yifei Long
    ,
    Chenjuan Guo
    ,
    Bin Yang
  5. CrossAD: Time Series Anomaly Detection with Cross-scale Associations and Cross-window Modeling
    NeurIPS 2025 ·
    Beibu Li
    ,
    Qichao Shentu
    , Yang Shu,
    Hui Zhang
    ,
    Ming Li
    ,
    Ning Jin
    ,
    Bin Yang
    ,
    Chenjuan Guo
  6. Debiased Curriculum Adaptation for Safe Transfer Learning in Chest X-Ray Classification
    ICCV 2025 ·
    Mingyang Liu
    ,
    Xinyang Chen
    , Yang Shu,
    Xiucheng Li
    ,
    Weili Guan
    ,
    Liqiang Nie
  7. EasyTime: Time Series Forecasting Made Easy
    ICDE 2025 ·
    Xiangfei Qiu
    ,
    Xiuwen Li
    ,
    Ruiyang Pang
    ,
    Zhicheng Pan
    ,
    Xingjian Wu
    ,
    Liu Yang
    ,
    Jilin Hu
    , Yang Shu,
    Xuesong Lu
    ,
    Chengcheng Yang
    ,
    Chenjuan Guo
    ,
    Aoying Zhou
    ,
    Christian S. Jensen
    ,
    Bin Yang
  8. Enhancing Diversity for Data-free Quantization
    CVPR 2025 ·
    Kai Zhao
    ,
    Zhihao Zhuang
    ,
    Miao Zhang
    ,
    Chenjuan Guo
    , Yang Shu,
    Bin Yang
  9. Learning Generalizable Skills from Offline Multi-Task Data for Multi-Agent Cooperation
    ICLR 2025 ·
    Sicong Liu
    , Yang Shu,
    Chenjuan Guo
    ,
    Bin Yang
  10. LightGTS: A Lightweight General Time Series Forecasting Model
    ICML 2025 ·
    Yihang Wang
    ,
    Yuying Qiu
    ,
    Peng Chen
    , Yang Shu,
    Zhongwen Rao
    ,
    Lujia Pan
    ,
    Bin Yang
    ,
    Chenjuan Guo
  11. TSFM-Bench: A Comprehensive and Unified Benchmark of Foundation Models for Time Series Forecasting
    SIGKDD 2025 ·
    Zhe Li
    ,
    Xiangfei Qiu
    ,
    Peng Chen
    ,
    Yihang Wang
    ,
    Hanyin Cheng
    , Yang Shu,
    Jilin Hu
    ,
    Chenjuan Guo
    ,
    Aoying Zhou
    ,
    Christian S. Jensen
    ,
    Bin Yang
  12. Towards Measuring and Modeling Geometric Structures in Time Series Forecasting via Image Modality
    ACM MM 2025 ·
    Mingyang Yu
    ,
    Xiahui Guo
    ,
    Peng Chen
    ,
    Zhenkai Li
    , Yang Shu
  13. Towards a General Time Series Anomaly Detector with Adaptive Bottlenecks and Dual Adversarial Decoders
    ICLR 2025 ·
    Qichao Shentu
    ,
    Beibu Li
    ,
    Kai Zhao
    , Yang Shu,
    Zhongwen Rao
    ,
    Lujia Pan
    ,
    Bin Yang
    ,
    Chenjuan Guo
  14. Towards a General Time Series Forecasting Model with Unified Representation and Adaptive Transfer
    ICML 2025 ·
    Yihang Wang
    ,
    Yuying Qiu
    ,
    Peng Chen
    ,
    Kai Zhao
    , Yang Shu,
    Zhongwen Rao
    ,
    Lujia Pan
    ,
    Bin Yang
    ,
    Chenjuan Guo
  15. Boosting Transferability and Discriminability for Time Series Domain Adaptation
    NeurIPS 2024 ·
    Mingyang Liu
    ,
    Xinyang Chen
    , Yang Shu,
    Xiucheng Li
    ,
    Weili Guan
    ,
    Liqiang Nie
  16. Pathformer: Multi-scale Transformers with Adaptive Pathways for Time Series Forecasting
    ICLR 2024 ·
    Peng Chen
    ,
    Yingying Zhang
    ,
    Yunyao Cheng
    , Yang Shu,
    Yihang Wang
    ,
    Qingsong Wen
    ,
    Bin Yang
    ,
    Chenjuan Guo
  17. RCRank: Multimodal Ranking of Root Causes of Slow Queries in Cloud Database Systems
    VLDB 2024 ·
    Biao Ouyang
    ,
    Yingying Zhang
    ,
    Hanyin Cheng
    , Yang Shu,
    Chenjuan Guo
    ,
    Bin Yang
    ,
    Qingsong Wen
    ,
    Lunting Fan
    ,
    Christian S. Jensen