activity
20122025
most citedDeciphering Spatio-Temporal Graph Forecasting: A Causal Lens and Treatment

15 citations · 53 across the 19 of their papers we have counts for

collaborators

20 papers

cs.LG2025

TransferTraj: A Vehicle Trajectory Learning Model for Region and Task Transferability

Tonglong Wei, Yan Lin, Zeyu Zhou +6

Vehicle GPS trajectories provide valuable movement information that supports various downstream tasks and applications. A desirable trajectory learning model should be able to tran…

cs.CV2024★ 2 cited

TrajFM: A Vehicle Trajectory Foundation Model for Region and Task Transferability

Yan Lin, Tonglong Wei, Zeyu Zhou +5

Vehicle trajectories provide valuable movement information that supports various downstream tasks and powers real-world applications. A desirable trajectory learning model should t…

cs.LG2024★ 1 cited

PTrajM: Efficient and Semantic-rich Trajectory Learning with Pretrained Trajectory-Mamba

Yan Lin, Yichen Liu, Zeyu Zhou +5

Vehicle trajectories provide crucial movement information for various real-world applications. To better utilize vehicle trajectories, it is essential to develop a trajectory learn…

cs.AI2024

DutyTTE: Deciphering Uncertainty in Origin-Destination Travel Time Estimation

Xiaowei Mao, Yan Lin, Shengnan Guo +6

Uncertainty quantification in travel time estimation (TTE) aims to estimate the confidence interval for travel time, given the origin (O), destination (D), and departure time (T).…

cs.LG2024

UniTE: A Survey and Unified Pipeline for Pre-training Spatiotemporal Trajectory Embeddings

Yan Lin, Zeyu Zhou, Yicheng Liu +8

Spatiotemporal trajectories are sequences of timestamped locations, which enable a variety of analyses that in turn enable important real-world applications. It is common to map tr…

cs.LG2024★ 2 cited

TrajCogn: Leveraging LLMs for Cognizing Movement Patterns and Travel Purposes from Trajectories

Zeyu Zhou, Yan Lin, Haomin Wen +5

Spatio-temporal trajectories are crucial in various data mining tasks. It is important to develop a versatile trajectory learning method that performs different tasks with high acc…

cs.LG2023★ 15 cited

Deciphering Spatio-Temporal Graph Forecasting: A Causal Lens and Treatment

Yutong Xia, Yuxuan Liang, Haomin Wen +4

Spatio-Temporal Graph (STG) forecasting is a fundamental task in many real-world applications. Spatio-Temporal Graph Neural Networks have emerged as the most popular method for STG…

cs.AI2023★ 5 cited

A Survey on Service Route and Time Prediction in Instant Delivery: Taxonomy, Progress, and Prospects

Haomin Wen, Youfang Lin, Lixia Wu +10

Instant delivery services, such as food delivery and package delivery, have achieved explosive growth in recent years by providing customers with daily-life convenience. An emergin…

cs.LG2023

DRL4Route: A Deep Reinforcement Learning Framework for Pick-up and Delivery Route Prediction

Xiaowei Mao, Haomin Wen, Hengrui Zhang +5

Pick-up and Delivery Route Prediction (PDRP), which aims to estimate the future service route of a worker given his current task pool, has received rising attention in recent years…

cs.DB2023★ 4 cited

LaDe: The First Comprehensive Last-mile Delivery Dataset from Industry

Lixia Wu, Haomin Wen, Haoyuan Hu +10

Real-world last-mile delivery datasets are crucial for research in logistics, supply chain management, and spatio-temporal data mining. Despite a plethora of algorithms developed t…

cs.AI2023

G2PTL: A Pre-trained Model for Delivery Address and its Applications in Logistics System

Lixia Wu, Jianlin Liu, Junhong Lou +5

Text-based delivery addresses, as the data foundation for logistics systems, contain abundant and crucial location information. How to effectively encode the delivery address is a…

cs.LG2023★ 4 cited

DiffSTG: Probabilistic Spatio-Temporal Graph Forecasting with Denoising Diffusion Models

Haomin Wen, Youfang Lin, Yutong Xia +4

Spatio-temporal graph neural networks (STGNN) have emerged as the dominant model for spatio-temporal graph (STG) forecasting. Despite their success, they fail to model intrinsic un…

math-ph2019★ 2 cited

On the L2-Hodge theory of Landau-Ginzburg models

Si Li, Hao Wen

Let X be a non-compact Calabi-Yau manifold and f be a holomorphic function on X with compact critical locus. We introduce the notion of f-twisted Sobolev spaces for the pair (X,f)…

math.AG2017★ 1 cited

Counting Multiplicities in a Hypersurface over a Number Field

Hao Wen, Chunhui Liu

We fix a counting function of multiplicities of algebraic points in a projective hypersurface over a number field, and take the sum over all algebraic points of bounded height and…

math.DG2017

Area of convex disks

Gregory R. Chambers, Christopher Croke, Yevgeny Liokumovich +1

This paper considers metric balls in two dimensional Riemannian manifolds when is less than half the convexity radius. We prove that .…

math.DG2015★ 3 cited

Scattering data versus lens data on surfaces

Christopher B. Croke, Haomin Wen

The scattering data of a Riemannian manifold with boundary record the incoming and outgoing directions of each geodesic passing through. We show that the scattering data of a gener…

math.CV2015★ 2 cited

A twisted -Neumann problem and Toeplitz -tuples from singularity theory

Hao Wen, Huijun Fan

A twisted -Neumann problem associated to a singularity is established. By constructing the connection to the Koszul complex for toeplitz -t…

math.DG2014★ 1 cited

Simple Riemannian surfaces are scattering rigid

Haomin Wen

Scattering rigidity of a Riemannian manifold allows one to tell the metric of a manifold with boundary by looking at the directions of geodesics at the boundary. Lens rigidity allo…

math.GT2013★ 1 cited

Lipschitz minimality of the multiplication maps of unit complex, quaternion and octonion numbers

Haomin Wen

We prove that the multiplication maps () for unit complex, quaternion and octonion numbers are, up to isome…

math.CO2012★ 10 cited

On monotonicity of some combinatorial sequences

Qing-Hu Hou, Zhi-Wei Sun, Haomin Wen

We confirm Sun's conjecture that $(\root{n+1}\of{F_{n+1}}/\root{n}\of{F_n})_{n\ge 4}$ is strictly decreasing to the limit 1, where is the Fibonacci sequence. We als…