姜 仁河

Tiered Spatio-Temporal Difficulty: Curriculum Scheduler for Multi-Sensor Traffic Flow Prediction. 

IEEE Trans. Mob. Comput. 25(2) 2001-2014 2026年2月  査読有り

Evaluating the Generalization Ability of Spatiotemporal Model in Urban Scenario 

IEEE Transactions on Mobile Computing 24(12) 13535-13548 2025年12月  査読有り

DyG-Mamba: Continuous State Space Modeling on Dynamic Graphs. 

Proceedings of the 39th Annual Conference on Neural Information Processing Systems (NeurIPS 2025) 2025年12月  査読有り最終著者責任著者

How Different from the Past? Spatio-Temporal Time Series Forecasting with Self-Supervised Deviation Learning. 

Proceedings of the 39th Annual Conference on Neural Information Processing Systems (NeurIPS 2025) 2025年12月  査読有り最終著者責任著者

Continuous Domain Generalization. 

Proceedings of the 39th Annual Conference on Neural Information Processing Systems (NeurIPS 2025) 2025年12月  査読有り責任著者

Uncertainty-aware traffic accident risk prediction via multi-view hypergraph contrastive learning 

Information Fusion 124 103331-103331 2025年12月  査読有り

Evaluating the Generalization Ability of Spatiotemporal Model in Urban Scenario. 

IEEE Transactions on Mobile Computing 24(12) 13535-13548 2025年12月  査読有り

Leveraging Spatial-Temporal Heterogeneity and Cross-Mode Interactions: A Meta-Learning Approach for Multimodal Transportation Demand Prediction. 

IEEE Transactions on Intelligent Transportation Systems 26(12) 22374-22390 2025年12月  査読有り

A Survey of RAG-Reasoning Systems in Large Language Models 

Findings of the Association for Computational Linguistics: EMNLP 2025 12120-12145 2025年11月  査読有り

Multi-Agent Autonomous Driving Systems with Large Language Models: A Survey of Recent Advances, Resources, and Future Directions 

Findings of the Association for Computational Linguistics: EMNLP 2025 12756-12773 2025年11月  査読有り責任著者

Video-based Transparent Object Segmentation via Temporal Feature Aggregation 

Proceedings of the 33rd ACM International Conference on Multimedia 296-304 2025年10月27日  査読有り最終著者責任著者

Trajectory generative models: a survey from unconditional and conditional perspectives. 

GeoInformatica 29(4) 1033-1065 2025年10月  査読有り責任著者

SIMformer: Single-Layer Vanilla Transformer Can Learn Free-Space Trajectory Similarity 

Proceedings of the VLDB Endowment 18(2) 390-398 2025年9月  査読有り責任著者

Taming Recommendation Bias with Causal Intervention on Evolving Personal Popularity 

Proceedings of the 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining V.2 2790-2800 2025年8月3日  査読有り

Disentangled and Personalized Representation Learning for Next Point-of-Interest Recommendation 

Proceedings of the Thirty-Fourth International Joint Conference on Artificial Intelligence 7697-7705 2025年8月  査読有り

Non-Homophilic Graph Pre-Training and Prompt Learning 

Proceedings of the 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining V.1 1844-1854 2025年7月20日  査読有り最終著者責任著者

CausalMob: Causal Human Mobility Prediction with LLMs-derived Human Intentions toward Public Events 

Proceedings of the 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining V.1 1773-1784 2025年7月20日  査読有り

A Unified Retrieval Framework with Document Ranking and EDU Filtering for Multi-document Summarization. 

Proceedings of the 48th International ACM SIGIR Conference on Research and Development in Information Retrieval(SIGIR) 1423-1433 2025年7月  査読有り

BRIDGE: Bootstrapping Text to Control Time-Series Generation via Multi-Agent Iterative Optimization and Diffusion Modeling. 

Proceedings of the 42nd International Conference on Machine Learning (ICML 2025) 267 34742-34773 2025年7月  査読有り

Traffic forecasting with patch-based graph convolutional recurrent network. 

GeoInformatica 29(3) 691-720 2025年7月  査読有り