PPaperPicks

Yuxuan Liang

Hong Kong University of Science and Technology (Guangzhou), China

85 papers at tracked venues · 74 at CORE A* · active 2024–2026

DBLP profile ↗ORCID 0000-0003-2817-7337 ↗Google Scholar ↗Homepage ↗

Venues

SIGKDD ×16AAAI ×12WWW ×12NeurIPS ×11ICDE ×7ICLR ×6ICML ×5IJCAI ×5ACM MM ×3ACL ×2ECML-PKDD ×2CIKM ×1EMNLP ×1ICDM ×1WSDM ×1

Frequent coauthors

Siru Zhong
DBLP profile ↗ORCID search ↗
×4
Ming Jin
DBLP profile ↗ORCID search ↗
×4
Xixuan Hao
DBLP profile ↗ORCID search ↗
×3
Jiaxi Hu
DBLP profile ↗ORCID search ↗
×3
Yuanshao Zhu
DBLP profile ↗ORCID search ↗
×3
Xu Liu
DBLP profile ↗ORCID search ↗
×3
Guibin Zhang
DBLP profile ↗ORCID search ↗
×3
Kun Wang
DBLP profile ↗ORCID search ↗
×3
Weilin Ruan
DBLP profile ↗ORCID search ↗
×2
Yuchen Fang
DBLP profile ↗ORCID search ↗
×2
Zijian Zhang
DBLP profile ↗ORCID search ↗
×2
Xingchen Zou
DBLP profile ↗ORCID search ↗
×2

Papers

  1. A Retrieval Augmented Spatio-Temporal Framework for Traffic Prediction
    AAAI 2026 ·
    Weilin Ruan
    DBLP profile ↗ORCID search ↗
  2. AgentSense: LLMs Empower Generalizable and Explainable Web-Based Participatory Urban Sensing
    WWW 2026 ·
    Xusen Guo
    DBLP profile ↗ORCID search ↗
  3. Augur: Modeling Covariate Causal Associations in Time Series via Large Language Models
    ACL 2026 ·
    Zhiqing Cui
    DBLP profile ↗ORCID search ↗
  4. Damba-ST: Domain-Adaptive Mamba for Efficient Urban Spatio-Temporal Prediction
    ICDE 2026 ·
    Rui An
    DBLP profile ↗ORCID search ↗
  5. Efficient High-Dimensional Time Series Forecasting with Transformers: A Channel Reordering Perspective
    WWW 2026 ·
    Yuchen Fang
    DBLP profile ↗ORCID search ↗
  6. Enhancing Ride-Hailing Forecasting at DiDi with Multi-View Geospatial Representation Learning from the Web
    WWW 2026 ·
    Xixuan Hao
    DBLP profile ↗ORCID search ↗
  7. FaST: Efficient and Effective Long-Horizon Forecasting for Large-Scale Spatial-Temporal Graphs via Mixture-of-Experts
    SIGKDD 2026 ·
    Yiji Zhao
    DBLP profile ↗ORCID search ↗
  8. How to Train Your Mamba for Time Series Forecasting
    SIGKDD 2026 ·
    Jiaxi Hu
    DBLP profile ↗ORCID search ↗
  9. LLM-Enhanced Web-Centric Spatio-Temporal Intelligence: Methods, Applications, and Frontier Research
    WWW 2026 ·
    Zijian Zhang
    DBLP profile ↗ORCID search ↗
  10. OccamVTS: Distilling Vision Models to 1% Parameters for Time Series Forecasting
    AAAI 2026 ·
    Sisuo Lyu
    DBLP profile ↗ORCID search ↗
  11. Revitalizing Canonical Pre-Alignment for Irregular Multivariate Time Series Forecasting
    AAAI 2026 ·
    Ziyu Zhou
    DBLP profile ↗ORCID search ↗
  12. Traffic-R1: Reinforced LLMs Bring Human-Like Reasoning to Traffic Signal Control Systems
    ACL 2026 ·
    Xingchen Zou
    DBLP profile ↗ORCID search ↗
  13. AdaMove: Efficient Test-Time Adaptation for Human Mobility Prediction
    ICDE 2025 ·
    Huaxu Han
    DBLP profile ↗ORCID search ↗
  14. Air Quality Prediction with Physics-Guided Dual Neural ODEs in Open Systems
    ICLR 2025 ·
    Jindong Tian
    DBLP profile ↗ORCID search ↗
  15. AirRadar: Inferring Nationwide Air Quality in China with Deep Neural Networks
    AAAI 2025 ·
    Qiongyan Wang
    DBLP profile ↗ORCID search ↗
  16. Data Driven Decision Making with Time Series and Spatio-Temporal Data
    ICDE 2025 ·
    Bin Yang
    DBLP profile ↗ORCID search ↗
  17. Deep Learning for Multivariate Time Series Imputation: A Survey
    IJCAI 2025 ·
    Jun Wang
    DBLP profile ↗ORCID search ↗
  18. DynST: Dynamic Sparse Training for Resource-Constrained Spatio-Temporal Forecasting
    SIGKDD 2025 ·
    Hao Wu
    DBLP profile ↗ORCID search ↗
  19. Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective
    SIGKDD 2025 ·
    Yuchen Fang
    DBLP profile ↗ORCID search ↗
  20. Expand and Compress: Exploring Tuning Principles for Continual Spatio-Temporal Graph Forecasting
    ICLR 2025 ·
    Wei Chen
    DBLP profile ↗ORCID search ↗
  21. Fine-grained Urban Heat Island Effect Forecasting: A Context-aware Thermodynamic Modeling Framework
    SIGKDD 2025 ·
    Xingchen Zou
    DBLP profile ↗ORCID search ↗
  22. FlowNet: Modeling Dynamic Spatio-Temporal Systems via Flow Propagation
    NeurIPS 2025 ·
    Yutong Feng
    DBLP profile ↗ORCID search ↗
  23. Foundation Models for Spatio-Temporal Data Science: A Tutorial and Survey
    SIGKDD 2025 · Yuxuan Liang
  24. GraphAgent: Agentic Graph Language Assistant
    EMNLP 2025 ·
    Yuhao Yang
    DBLP profile ↗ORCID search ↗
  25. Improving Bilinear RNN with Closed-loop Control
    NeurIPS 2025 ·
    Jiaxi Hu
    DBLP profile ↗ORCID search ↗
  26. Learning Generalized and Flexible Trajectory Models from Omni-Semantic Supervision
    SIGKDD 2025 ·
    Yuanshao Zhu
    DBLP profile ↗ORCID search ↗
  27. Learning to Factorize Spatio-Temporal Foundation Models
    NeurIPS 2025 ·
    Siru Zhong
    DBLP profile ↗ORCID search ↗
  28. Moirai-MoE: Empowering Time Series Foundation Models with Sparse Mixture of Experts
    ICML 2025 ·
    Xu Liu
    DBLP profile ↗ORCID search ↗
  29. Multimodal Learning for Spatio-Temporal Data Mining
    ACM MM 2025 ·
    Siru Zhong
    DBLP profile ↗ORCID search ↗
  30. Nature Makes No Leaps: Building Continuous Location Embeddings with Satellite Imagery from the Web
    WWW 2025 ·
    Xixuan Hao
    DBLP profile ↗ORCID search ↗
  31. Personalized Federated Learning for Spatio-Temporal Forecasting: A Dual Semantic Alignment-Based Contrastive Approach
    AAAI 2025 ·
    Qingxiang Liu
    DBLP profile ↗ORCID search ↗
  32. Recognition through Reasoning: Reinforcing Image Geo-localization with Large Vision-Language Models
    NeurIPS 2025 ·
    Ling Li
    DBLP profile ↗ORCID search ↗
  33. Reinforcement Learning for Hybrid Charging Stations Planning and Operation Considering Fixed and Mobile Chargers
    IJCAI 2025 ·
    Yanchen Zhu
    DBLP profile ↗ORCID search ↗
  34. ST-LoRA: Low-Rank Adaptation for Spatio-Temporal Forecasting
    ECML-PKDD 2025 ·
    Weilin Ruan
    DBLP profile ↗ORCID search ↗
  35. ShapeX: Shapelet-Driven Post Hoc Explanations for Time Series Classification Models
    NeurIPS 2025 ·
    Bosong Huang
    DBLP profile ↗ORCID search ↗
  36. Test-Time Graph Rebirth for GNN Generalization Under Distribution Shifts
    ICDM 2025 ·
    Xin Zheng
    DBLP profile ↗ORCID search ↗
  37. The 11th Mining and Learning from Time Series (MILETS): From Classical Methods to LLMs
    SIGKDD 2025 ·
    Sanjay Purushotham
    DBLP profile ↗ORCID search ↗
  38. The 14th International Workshop on Urban Computing
    SIGKDD 2025 · Yuxuan Liang
  39. The International Workshop on Spatio-Temporal Data Intelligence and Foundation Models
    CIKM 2025 ·
    Hao Miao
    DBLP profile ↗ORCID search ↗
  40. The International Workshop on Spatio-Temporal Data Mining from the Web
    WWW 2025 · Yuxuan Liang
  41. The Workshop of Artificial Intelligence for Web-Centric Time Series Analysis (AI4TS): Theory, Algorithms, and Applications
    WWW 2025 ·
    Ming Jin
    DBLP profile ↗ORCID search ↗
  42. Through the Dual-Prism: A Spectral Perspective on Graph Data Augmentation for Graph Classifications
    AAAI 2025 ·
    Yutong Xia
    DBLP profile ↗ORCID search ↗
  43. Time Series Analysis in the Web: Recent Advances and Future Trends
    WWW 2025 ·
    Ming Jin
    DBLP profile ↗ORCID search ↗
  44. Time-VLM: Exploring Multimodal Vision-Language Models for Augmented Time Series Forecasting
    ICML 2025 ·
    Siru Zhong
    DBLP profile ↗ORCID search ↗
  45. Towards Multi-Scenario Forecasting of Building Electricity Loads with Multimodal Data
    ACM MM 2025 ·
    Yongzheng Liu
    DBLP profile ↗ORCID search ↗
  46. Towards Neural Scaling Laws for Time Series Foundation Models
    ICLR 2025 ·
    Qingren Yao
    DBLP profile ↗ORCID search ↗
  47. Towards Scalable and Deep Graph Neural Networks via Noise Masking
    AAAI 2025 · Yuxuan Liang
  48. Training-Free Heterogeneous Graph Condensation via Data Selection
    ICDE 2025 · Yuxuan Liang
  49. UniTR: A Unified Framework for Joint Representation Learning of Trajectories and Road Networks
    AAAI 2025 ·
    Jie Zhao
    DBLP profile ↗ORCID search ↗
  50. UniTraj: Learning a Universal Trajectory Foundation Model from Billion-Scale Worldwide Traces
    NeurIPS 2025 ·
    Yuanshao Zhu
    DBLP profile ↗ORCID search ↗
  51. Unlocking the Power of LSTM for Long Term Time Series Forecasting
    AAAI 2025 ·
    Yaxuan Kong
    DBLP profile ↗ORCID search ↗
  52. UrbanVLP: Multi-Granularity Vision-Language Pretraining for Urban Socioeconomic Indicator Prediction
    AAAI 2025 ·
    Xixuan Hao
    DBLP profile ↗ORCID search ↗
  53. Web-Centric Human Mobility Analytics: Methods, Applications, and Future Directions in the LLM Era
    WWW 2025 ·
    Zijian Zhang
    DBLP profile ↗ORCID search ↗
  54. Attractor Memory for Long-Term Time Series Forecasting: A Chaos Perspective
    NeurIPS 2024 ·
    Jiaxi Hu
    DBLP profile ↗ORCID search ↗
  55. COLA: Cross-city Mobility Transformer for Human Trajectory Simulation
    WWW 2024 ·
    Yu Wang
    DBLP profile ↗ORCID search ↗
  56. CityCAN: Causal Attention Network for Citywide Spatio-Temporal Forecasting
    WSDM 2024 ·
    Chengxin Wang
    DBLP profile ↗ORCID search ↗
  57. Cluster-Wide Task Slowdown Detection in Cloud System
    SIGKDD 2024 ·
    Feiyi Chen
    DBLP profile ↗ORCID search ↗
  58. ControlTraj: Controllable Trajectory Generation with Topology-Constrained Diffusion Model
    SIGKDD 2024 ·
    Yuanshao Zhu
    DBLP profile ↗ORCID search ↗
  59. Earthfarsser: Versatile Spatio-Temporal Dynamical Systems Modeling in One Model
    AAAI 2024 ·
    Hao Wu
    DBLP profile ↗ORCID search ↗
  60. Foundation Models for Time Series Analysis: A Tutorial and Survey
    SIGKDD 2024 · Yuxuan Liang
  61. GDeR: Safeguarding Efficiency, Balancing, and Robustness via Prototypical Graph Pruning
    NeurIPS 2024 ·
    Guibin Zhang
    DBLP profile ↗ORCID search ↗
  62. Graph Lottery Ticket Automated
    ICLR 2024 ·
    Guibin Zhang
    DBLP profile ↗ORCID search ↗
  63. HGAMLP: Heterogeneous Graph Attention MLP with De-Redundancy Mechanism
    ICDE 2024 · Yuxuan Liang
  64. Improving Generalization of Dynamic Graph Learning via Environment Prompt
    NeurIPS 2024 ·
    Kuo Yang
    DBLP profile ↗ORCID search ↗
  65. LaDe: The First Comprehensive Last-mile Express Dataset from Industry
    SIGKDD 2024 ·
    Lixia Wu
    DBLP profile ↗ORCID search ↗
  66. Learning Multi-Pattern Normalities in the Frequency Domain for Efficient Time Series Anomaly Detection
    ICDE 2024 ·
    Feiyi Chen
    DBLP profile ↗ORCID search ↗
  67. Navigating Complexity: Toward Lossless Graph Condensation via Expanding Window Matching
    ICML 2024 ·
    Yuchen Zhang
    DBLP profile ↗ORCID search ↗
  68. NuwaDynamics: Discovering and Updating in Causal Spatio-Temporal Modeling
    ICLR 2024 ·
    Kun Wang
    DBLP profile ↗ORCID search ↗
  69. Position: What Can Large Language Models Tell Us about Time Series Analysis
    ICML 2024 ·
    Ming Jin
    DBLP profile ↗ORCID search ↗
  70. Predicting Carpark Availability in Singapore with Cross-Domain Data: A New Dataset and A Data-Driven Approach
    IJCAI 2024 ·
    Huaiwu Zhang
    DBLP profile ↗ORCID search ↗
  71. Reinventing Node-centric Traffic Forecasting for Improved Accuracy and Efficiency
    ECML-PKDD 2024 ·
    Xu Liu
    DBLP profile ↗ORCID search ↗
  72. SENCR: A Span Enhanced Two-Stage Network with Counterfactual Rethinking for Chinese NER
    AAAI 2024 ·
    Hang Zheng
    DBLP profile ↗ORCID search ↗
  73. Spatio-Temporal Field Neural Networks for Air Quality Inference
    IJCAI 2024 ·
    Yutong Feng
    DBLP profile ↗ORCID search ↗
  74. Terra: A Multimodal Spatio-Temporal Dataset Spanning the Earth
    NeurIPS 2024 ·
    Wei Chen
    DBLP profile ↗ORCID search ↗
  75. The 13th International Workshop on Urban Computing
    SIGKDD 2024 · Yuxuan Liang
  76. The Heterophilic Snowflake Hypothesis: Training and Empowering GNNs for Heterophilic Graphs
    SIGKDD 2024 ·
    Kun Wang
    DBLP profile ↗ORCID search ↗
  77. The Snowflake Hypothesis: Training and Powering GNN with One Node One Receptive Field
    SIGKDD 2024 ·
    Kun Wang
    DBLP profile ↗ORCID search ↗
  78. Time-FFM: Towards LM-Empowered Federated Foundation Model for Time Series Forecasting
    NeurIPS 2024 ·
    Qingxiang Liu
    DBLP profile ↗ORCID search ↗
  79. Time-LLM: Time Series Forecasting by Reprogramming Large Language Models
    ICLR 2024 ·
    Ming Jin
    DBLP profile ↗ORCID search ↗
  80. Towards Robust Trajectory Representations: Isolating Environmental Confounders with Causal Learning
    IJCAI 2024 ·
    Kang Luo
    DBLP profile ↗ORCID search ↗
  81. Two Heads Are Better Than One: Boosting Graph Sparse Training via Semantic and Topological Awareness
    ICML 2024 ·
    Guibin Zhang
    DBLP profile ↗ORCID search ↗
  82. UniTime: A Language-Empowered Unified Model for Cross-Domain Time Series Forecasting
    WWW 2024 ·
    Xu Liu
    DBLP profile ↗ORCID search ↗
  83. Urban Sensing for Multi-Destination Workers via Deep Reinforcement Learning
    ICDE 2024 ·
    Shuliang Wang
    DBLP profile ↗ORCID search ↗
  84. UrbanCLIP: Learning Text-enhanced Urban Region Profiling with Contrastive Language-Image Pretraining from the Web
    WWW 2024 ·
    Yibo Yan
    DBLP profile ↗ORCID search ↗
  85. UrbanCross: Enhancing Satellite Image-Text Retrieval with Cross-Domain Adaptation
    ACM MM 2024 ·
    Siru Zhong
    DBLP profile ↗ORCID search ↗