PPaperPicks

Bin Yang

East China Normal University, China

51 papers at tracked venues · 44 at CORE A* · active 2024–2026

DBLP profile ↗ORCID 0000-0002-1658-1079 ↗Google Scholar ↗Homepage ↗

Venues

VLDB ×10ICDE ×8SIGKDD ×7ICLR ×5CIKM ×4ICML ×4NeurIPS ×4AAAI ×3WWW ×2CVPR ×1ECCV ×1ECML-PKDD ×1WSDM ×1

Frequent coauthors

Chenjuan Guo
×43
Christian S. Jensen
×20
Jilin Hu
×16
Yang Shu
×14
Xiangfei Qiu
×12
Xingjian Wu
×10
Ronghui Xu
×8
Aoying Zhou
×7
Hao Miao
×7
Peng Chen
×7
Yuxuan Liang
×7
Yan Zhao
×6

Papers

  1. An Encode-then-Decompose Approach to Unsupervised Time Series Anomaly Detection on Contaminated Training Data
    ICDE 2026 ·
    Buang Zhang
    ,
    Tung Kieu
    ,
    Xiangfei Qiu
    ,
    Chenjuan Guo
    ,
    Jilin Hu
    ,
    Aoying Zhou
    ,
    Christian S. Jensen
    , Bin Yang
  2. Evolving Proxy Kills Drift: Data-Efficient Streaming Time Series Anomaly Detection
    WWW 2026 ·
    Qing Wei
    ,
    Hao Miao
    ,
    Yan Zhao
    ,
    Kai Zheng
    , Bin Yang,
    Volker Markl
    ,
    Christian S. Jensen
  3. MoST: A Foundation Model for Multi-modality Spatio-temporal Traffic Prediction
    SIGKDD 2026 ·
    Ronghui Xu
    ,
    Jihao Chen
    ,
    Jindong Tian
    ,
    Chenjuan Guo
    , Bin Yang
  4. Rethinking Irregular Time Series Forecasting: A Simple Yet Effective Baseline
    AAAI 2026 ·
    Xvyuan Liu
    ,
    Xiangfei Qiu
    ,
    Xingjian Wu
    ,
    Zhengyu Li
    ,
    Chenjuan Guo
    ,
    Jilin Hu
    , Bin Yang
  5. 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
  6. Waterlogformer: A Multimodal Model for Waterlogging Prediction
    WSDM 2026 ·
    Yinan Chen
    ,
    Ronghui Xu
    ,
    Endai Shu
    ,
    Chenjuan Guo
    , Bin Yang
  7. 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
  8. 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
  9. Air Quality Prediction with Physics-Guided Dual Neural ODEs in Open Systems
    ICLR 2025 ·
    Jindong Tian
    ,
    Yuxuan Liang
    ,
    Ronghui Xu
    ,
    Peng Chen
    ,
    Chenjuan Guo
    ,
    Aoying Zhou
    ,
    Lujia Pan
    ,
    Zhongwen Rao
    , Bin Yang
  10. 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
  11. CATCH: Channel-Aware Multivariate Time Series Anomaly Detection via Frequency Patching
    ICLR 2025 ·
    Xingjian Wu
    ,
    Xiangfei Qiu
    ,
    Zhengyu Li
    ,
    Yihang Wang
    ,
    Jilin Hu
    ,
    Chenjuan Guo
    ,
    Hui Xiong
    , Bin Yang
  12. 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
  13. DBLoss: Decomposition-based Loss Function for Time Series Forecasting
    NeurIPS 2025 ·
    Xiangfei Qiu
    ,
    Xingjian Wu
    ,
    Hanyin Cheng
    ,
    Xvyuan Liu
    ,
    Chenjuan Guo
    ,
    Jilin Hu
    , Bin Yang
  14. DUET: Dual Clustering Enhanced Multivariate Time Series Forecasting
    SIGKDD 2025 ·
    Xiangfei Qiu
    ,
    Xingjian Wu
    ,
    Yan Lin
    ,
    Chenjuan Guo
    ,
    Jilin Hu
    , Bin Yang
  15. Data Driven Decision Making with Time Series and Spatio-Temporal Data
    ICDE 2025 · Bin Yang,
    Yuxuan Liang
    ,
    Chenjuan Guo
    ,
    Christian S. Jensen
  16. 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
  17. Enhancing Diversity for Data-free Quantization
    CVPR 2025 ·
    Kai Zhao
    ,
    Zhihao Zhuang
    ,
    Miao Zhang
    ,
    Chenjuan Guo
    ,
    Yang Shu
    , Bin Yang
  18. Enhancing Time Series Forecasting through Selective Representation Spaces: A Patch Perspective
    NeurIPS 2025 ·
    Xingjian Wu
    ,
    Xiangfei Qiu
    ,
    Hanyin Cheng
    ,
    Zhengyu Li
    ,
    Jilin Hu
    ,
    Chenjuan Guo
    , Bin Yang
  19. FinD3: A Dual 3D State Space Model with Dynamic Hypergraph for Financial Stock Prediction
    CIKM 2025 ·
    Jieyuan Mei
    ,
    Jindong Tian
    ,
    Ronghui Xu
    ,
    Hanyue Wei
    ,
    Chenjuan Guo
    , Bin Yang
  20. Foundation Models for Spatio-Temporal Data Science: A Tutorial and Survey
    SIGKDD 2025 ·
    Yuxuan Liang
    ,
    Haomin Wen
    ,
    Yutong Xia
    ,
    Ming Jin
    , Bin Yang,
    Flora Salim
    ,
    Qingsong Wen
    ,
    Shirui Pan
    ,
    Gao Cong
  21. K2VAE: A Koopman-Kalman Enhanced Variational AutoEncoder for Probabilistic Time Series Forecasting
    ICML 2025 ·
    Xingjian Wu
    ,
    Xiangfei Qiu
    ,
    Hongfan Gao
    ,
    Jilin Hu
    , Bin Yang,
    Chenjuan Guo
  22. Land Deformation Prediction via Multi-modal Adaptive Association Learning
    CIKM 2025 ·
    Wanghui Qiu
    ,
    Shiyan Hu
    ,
    Chenjuan Guo
    ,
    Wenbing Shi
    ,
    Lina Yu
    ,
    Ming Gao
    ,
    Aoying Zhou
    , Bin Yang
  23. Learning Generalizable Skills from Offline Multi-Task Data for Multi-Agent Cooperation
    ICLR 2025 ·
    Sicong Liu
    ,
    Yang Shu
    ,
    Chenjuan Guo
    , Bin Yang
  24. Learning to Factorize Spatio-Temporal Foundation Models
    NeurIPS 2025 ·
    Siru Zhong
    ,
    Junjie Qiu
    ,
    Yangyu Wu
    ,
    Xingchen Zou
    ,
    Zhongwen Rao
    , Bin Yang,
    Chenjuan Guo
    ,
    Hao Xu
    ,
    Yuxuan Liang
  25. 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
  26. MM-Path: Multi-modal, Multi-granularity Path Representation Learning
    SIGKDD 2025 ·
    Ronghui Xu
    ,
    Hanyin Cheng
    ,
    Chenjuan Guo
    ,
    Hongfan Gao
    ,
    Jilin Hu
    ,
    Sean Bin Yang
    , Bin Yang
  27. SSD-TS: Exploring the Potential of Linear State Space Models for Diffusion Models in Time Series Imputation
    SIGKDD 2025 ·
    Hongfan Gao
    ,
    Wangmeng Shen
    ,
    Xiangfei Qiu
    ,
    Ronghui Xu
    , Bin Yang,
    Jilin Hu
  28. TAB: Unified Benchmarking of Time Series Anomaly Detection Methods
    VLDB 2025 ·
    Xiangfei Qiu
    ,
    Zhe Li
    ,
    Wanghui Qiu
    ,
    Shiyan Hu
    ,
    Lekui Zhou
    ,
    Xingjian Wu
    ,
    Zhengyu Li
    ,
    Chenjuan Guo
    ,
    Aoying Zhou
    ,
    Zhenli Sheng
    ,
    Jilin Hu
    ,
    Christian S. Jensen
    , Bin Yang
  29. 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
  30. The International Workshop on Spatio-Temporal Data Intelligence and Foundation Models
    CIKM 2025 ·
    Hao Miao
    ,
    Yan Zhao
    ,
    Yuxuan Liang
    , Bin Yang,
    Kai Zheng
    ,
    Christian S. Jensen
  31. Towards Lightweight Time Series Forecasting: A Patch-Wise Transformer with Weak Data Enriching
    ICDE 2025 ·
    Meng Wang
    ,
    Jintao Yang
    , Bin Yang,
    Hui Li
    ,
    Tongxin Gong
    ,
    Bo Yang
    ,
    Jiangtao Cui
  32. 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
  33. 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
  34. Unsupervised Time Series Anomaly Prediction with Importance-based Generative Contrastive Learning
    SIGKDD 2025 ·
    Kai Zhao
    ,
    Zhihao Zhuang
    ,
    Chenjuan Guo
    ,
    Hao Miao
    ,
    Christian S. Jensen
    ,
    Yunyao Cheng
    , Bin Yang
  35. Web-Centric Human Mobility Analytics: Methods, Applications, and Future Directions in the LLM Era
    WWW 2025 ·
    Zijian Zhang
    ,
    Hao Miao
    ,
    Yuxuan Liang
    ,
    Yan Zhao
    ,
    Xiao Han
    ,
    Pengyue Jia
    , Bin Yang,
    Christian S. Jensen
  36. A Crystal Knowledge-Enhanced Pre-training Framework for Crystal Property Estimation
    ECML-PKDD 2024 ·
    Haomin Yu
    ,
    Yanru Song
    ,
    Jilin Hu
    ,
    Chenjuan Guo
    , Bin Yang,
    Christian S. Jensen
  37. A Memory Guided Transformer for Time Series Forecasting
    VLDB 2024 ·
    Yunyao Cheng
    ,
    Chenjuan Guo
    , Bin Yang,
    Haomin Yu
    ,
    Kai Zhao
    ,
    Christian S. Jensen
  38. A Unified Replay-Based Continuous Learning Framework for Spatio-Temporal Prediction on Streaming Data
    ICDE 2024 ·
    Hao Miao
    ,
    Yan Zhao
    ,
    Chenjuan Guo
    , Bin Yang,
    Kai Zheng
    ,
    Feiteng Huang
    ,
    Jiandong Xie
    ,
    Christian S. Jensen
  39. Dependency-Aware Differentiable Neural Architecture Search
    ECCV 2024 ·
    Buang Zhang
    ,
    Xinle Wu
    ,
    Hao Miao
    ,
    Chenjuan Guo
    , Bin Yang
  40. Efficient Stochastic Routing in Path-Centric Uncertain Road Networks
    VLDB 2024 ·
    Chenjuan Guo
    ,
    Ronghui Xu
    , Bin Yang,
    Yuan Ye
    ,
    Tung Kieu
    ,
    Yan Zhao
    ,
    Christian S. Jensen
  41. Fully Automated Correlated Time Series Forecasting in Minutes
    VLDB 2024 ·
    Xinle Wu
    ,
    Xingjian Wu
    ,
    Dalin Zhang
    ,
    Miao Zhang
    ,
    Chenjuan Guo
    , Bin Yang,
    Christian S. Jensen
  42. Less is More: Efficient Time Series Dataset Condensation via Two-fold Modal Matching
    VLDB 2024 ·
    Hao Miao
    ,
    Ziqiao Liu
    ,
    Yan Zhao
    ,
    Chenjuan Guo
    , Bin Yang,
    Kai Zheng
    ,
    Christian S. Jensen
  43. Noise Matters: Cross Contrastive Learning for Flink Anomaly Detection
    VLDB 2024 ·
    Zhihao Zhuang
    ,
    Yingying Zhang
    ,
    Kai Zhao
    ,
    Chenjuan Guo
    , Bin Yang,
    Qingsong Wen
    ,
    Lunting Fan
  44. Ocean Significant Wave Height Estimation with Spatio-temporally Aware Large Language Models
    CIKM 2024 ·
    Zhe Li
    ,
    Ronghui Xu
    ,
    Jilin Hu
    ,
    Zhong Peng
    ,
    Xi Lu
    ,
    Chenjuan Guo
    , Bin Yang
  45. 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
  46. Position: What Can Large Language Models Tell Us about Time Series Analysis
    ICML 2024 ·
    Ming Jin
    ,
    Yifan Zhang
    ,
    Wei Chen
    ,
    Kexin Zhang
    ,
    Yuxuan Liang
    , Bin Yang,
    Jindong Wang
    ,
    Shirui Pan
    ,
    Qingsong Wen
  47. QCore: Data-Efficient, On-Device Continual Calibration for Quantized Models
    VLDB 2024 ·
    David Campos
    , Bin Yang,
    Tung Kieu
    ,
    Miao Zhang
    ,
    Chenjuan Guo
    ,
    Christian S. Jensen
  48. 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
  49. Routing with Massive Trajectory Data
    ICDE 2024 ·
    Christian S. Jensen
    , Bin Yang,
    Chenjuan Guo
    ,
    Jilin Hu
    ,
    Kristian Torp
  50. TEAM: Topological Evolution-aware Framework for Traffic Forecasting
    VLDB 2024 ·
    Duc Kieu
    ,
    Tung Kieu
    ,
    Peng Han
    , Bin Yang,
    Christian S. Jensen
    ,
    Bac Le
  51. TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods
    VLDB 2024 ·
    Xiangfei Qiu
    ,
    Jilin Hu
    ,
    Lekui Zhou
    ,
    Xingjian Wu
    ,
    Junyang Du
    ,
    Buang Zhang
    ,
    Chenjuan Guo
    ,
    Aoying Zhou
    ,
    Christian S. Jensen
    ,
    Zhenli Sheng
    , Bin Yang