activity
20242026
most citedSSD-TS: Exploring the Potential of Linear State Space Models for Diffusion Models in Time Series Imputation

11 citations · 13 across the 7 of their papers we have counts for

collaborators

7 papers

cs.LG2026

UniWind: Day-Ahead Wind Power Forecasting via Physics-Informed State Routing

Ronghui Xu, Tongxin Wu, Guozhen Zhang +4

Accurate day-ahead wind power forecasting is essential for cost-effective power-system operation. Wind power generation is primarily driven by future meteorological conditions whil…

cs.LG2025

ARROW: An Adaptive Rollout and Routing Method for Global Weather Forecasting

Jindong Tian, Yifei Ding, Ronghui Xu +3

Weather forecasting is a fundamental task in spatiotemporal data analysis, with broad applications across a wide range of domains. Existing data-driven forecasting methods typicall…

cs.LG2025

MM-Path: Multi-modal, Multi-granularity Path Representation Learning -- Extended Version

Ronghui Xu, Hanyin Cheng, Chenjuan Guo +4

Developing effective path representations has become increasingly essential across various fields within intelligent transportation. Although pre-trained path representation learni…

cs.LG2024★ 1 cited

Air Quality Prediction with Physics-Guided Dual Neural ODEs in Open Systems

Jindong Tian, Yuxuan Liang, Ronghui Xu +6

Air pollution significantly threatens human health and ecosystems, necessitating effective air quality prediction to inform public policy. Traditional approaches are generally cate…

cs.LG2024★ 11 cited

SSD-TS: Exploring the Potential of Linear State Space Models for Diffusion Models in Time Series Imputation

Hongfan Gao, Wangmeng Shen, Xiangfei Qiu +3

Probabilistic time series imputation has been widely applied in real-world scenarios due to its ability for uncertainty estimation and denoising diffusion probabilistic models~(DDP…

cs.LG2024★ 1 cited

Orca: Ocean Significant Wave Height Estimation with Spatio-temporally Aware Large Language Models

Zhe Li, Ronghui Xu, Jilin Hu +4

Significant wave height (SWH) is a vital metric in marine science, and accurate SWH estimation is crucial for various applications, e.g., marine energy development, fishery, early…

cs.DS2024

Efficient Stochastic Routing in Path-Centric Uncertain Road Networks -- Extended Version

Chenjuan Guo, Ronghui Xu, Bin Yang +4

The availability of massive vehicle trajectory data enables the modeling of road-network constrained movement as travel-cost distributions rather than just single-valued costs, the…