activity
20242026
most citedPhyDA: Physics-Guided Diffusion Models for Data Assimilation in Atmospheric Systems

1 citations · 1 across the 3 of their papers we have counts for

collaborators

6 papers

cs.LG2026

MixTTE: Multi-Level Mixture-of-Experts for Scalable and Adaptive Travel Time Estimation

Wenzhao Jiang, Jindong Han, Ruiqian Han +1

Accurate Travel Time Estimation (TTE) is critical for ride-hailing platforms, where errors directly impact user experience and operational efficiency. While existing production sys…

cs.LG2025

DAMBench: A Multi-Modal Benchmark for Deep Learning-based Atmospheric Data Assimilation

Hao Wang, Zixuan Weng, Jindong Han +2

Data Assimilation is a cornerstone of atmospheric system modeling, tasked with reconstructing system states by integrating sparse, noisy observations with prior estimation. While t…

cs.LG2025

Foundation Models for Scientific Discovery: From Paradigm Enhancement to Paradigm Transition

Fan Liu, Jindong Han, Tengfei Lyu +5

Foundation models (FMs), such as GPT-4 and AlphaFold, are reshaping the landscape of scientific research. Beyond accelerating tasks such as hypothesis generation, experimental desi…

cs.MA2025

Large Language Model Powered Intelligent Urban Agents: Concepts, Capabilities, and Applications

Jindong Han, Yansong Ning, Zirui Yuan +4

The long-standing vision of intelligent cities is to create efficient, livable, and sustainable urban environments using big data and artificial intelligence technologies. Recently…

cs.LG20251 cited

PhyDA: Physics-Guided Diffusion Models for Data Assimilation in Atmospheric Systems

Hao Wang, Jindong Han, Wei Fan +2

Data Assimilation (DA) plays a critical role in atmospheric science by reconstructing spatially continous estimates of the system state, which serves as initial conditions for scie…

cs.LG2024

Spatial-Temporal Mixture-of-Graph-Experts for Multi-Type Crime Prediction

Ziyang Wu, Fan Liu, Jindong Han +2

As various types of crime continue to threaten public safety and economic development, predicting the occurrence of multiple types of crimes becomes increasingly vital for effectiv…