Yiqun Xie

Orcid: 0000-0002-6439-1333

According to our database¹, Yiqun Xie authored at least 78 papers between 2005 and 2024.

Collaborative distances:

Dijkstra number² of four.
Erdős number³ of four.

Timeline

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In proceedings

Article

PhD thesis

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Bibliography

2024

Learning With Location-Based Fairness: A Statistically-Robust Framework and Acceleration.

[BibT_eX]

[DOI]

IEEE Trans. Knowl. Data Eng., September, 2024

When are Foundation Models Effective? Understanding the Suitability for Pixel-Level Classification Using Multispectral Imagery.

[BibT_eX]

[DOI]

CoRR, 2024

Nature-Guided Cognitive Evolution for Predicting Dissolved Oxygen Concentrations in North Temperate Lakes.

[BibT_eX]

[DOI]

CoRR, 2024

Satellite-based soybean yield prediction in Argentina: A comparison between panel regression and deep learning methods.

[BibT_eX]

[DOI]

Comput. Electron. Agric., 2024

Spatial-Temporal Augmented Adaptation via Cycle-Consistent Adversarial Network: An Application in Streamflow Prediction.

[BibT_eX]

[DOI]

Proceedings of the 2024 SIAM International Conference on Data Mining, 2024

Only Attending What Matter within Trajectories - <i>Memory-Efficient Trajectory Attention</i>.

[BibT_eX]

[DOI]

Proceedings of the 2024 SIAM International Conference on Data Mining, 2024

Knowledge Guided Machine Learning for Extracting, Preserving, and Adapting Physics-aware Features.

[BibT_eX]

[DOI]

Proceedings of the 2024 SIAM International Conference on Data Mining, 2024

Evolution-Based Feature Selection for Predicting Dissolved Oxygen Concentrations in Lakes.

[BibT_eX]

[DOI]

Proceedings of the Parallel Problem Solving from Nature - PPSN XVIII, 2024

Urban-Focused Multi-Task Offline Reinforcement Learning with Contrastive Data Sharing.

[BibT_eX]

[DOI]

Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2024

Spatial-Logic-Aware Weakly Supervised Learning for Flood Mapping on Earth Imagery.

[BibT_eX]

[DOI]

Proceedings of the Thirty-Eighth AAAI Conference on Artificial Intelligence, 2024

SimFair: Physics-Guided Fairness-Aware Learning with Simulation Models.

[BibT_eX]

[DOI]

Proceedings of the Thirty-Eighth AAAI Conference on Artificial Intelligence, 2024

Fair Graph Learning Using Constraint-Aware Priority Adjustment and Graph Masking in River Networks.

[BibT_eX]

[DOI]

Proceedings of the Thirty-Eighth AAAI Conference on Artificial Intelligence, 2024

Referee-Meta-Learning for Fast Adaptation of Locational Fairness.

[BibT_eX]

[DOI]

Proceedings of the Thirty-Eighth AAAI Conference on Artificial Intelligence, 2024

2023

STORM-GAN+: spatio-temporal meta-GAN for cross-city estimation of heterogeneous human mobility responses to COVID-19.

[BibT_eX]

[DOI]

Knowl. Inf. Syst., November, 2023

Harnessing heterogeneity in space with statistically guided meta-learning.

[BibT_eX]

[DOI]

Knowl. Inf. Syst., June, 2023

Physics-guided machine learning from simulated data with different physical parameters.

[BibT_eX]

[DOI]

Knowl. Inf. Syst., 2023

Statistically-Robust Clustering Techniques for Mapping Spatial Hotspots: A Survey.

[BibT_eX]

[DOI]

Yiqun Xie

Shashi Shekhar

Yan Li

ACM Comput. Surv., 2023

FREE: The Foundational Semantic Recognition for Modeling Environmental Ecosystems.

[BibT_eX]

[DOI]

CoRR, 2023

Physics-guided Graph Diffusion Network for Combining Heterogeneous Simulated Data: An Application in Predicting Stream Water Temperature.

[BibT_eX]

[DOI]

Proceedings of the 2023 SIAM International Conference on Data Mining, 2023

Physics-Guided Meta-Learning Method in Baseflow Prediction over Large Regions.

[BibT_eX]

[DOI]

Proceedings of the 2023 SIAM International Conference on Data Mining, 2023

Eco-PiNN: A Physics-informed Neural Network for Eco-toll Estimation.

[BibT_eX]

[DOI]

Proceedings of the 2023 SIAM International Conference on Data Mining, 2023

A Hidden Markov Forest Model for Terrain-Aware Flood Inundation Mapping from Earth Imagery.

[BibT_eX]

[DOI]

Proceedings of the 2023 SIAM International Conference on Data Mining, 2023

Confidence-based Self-Corrective Learning: An Application in Height Estimation Using Satellite LiDAR and Imagery.

[BibT_eX]

[DOI]

Zhili Li

Yiqun Xie

Xiaowei Jia

Proceedings of the Thirty-Second International Joint Conference on Artificial Intelligence, 2023

CGS: Coupled Growth and Survival Model with Cohort Fairness.

[BibT_eX]

[DOI]

Proceedings of the Thirty-Second International Joint Conference on Artificial Intelligence, 2023

Self-supervised Pre-training for Robust and Generic Spatial-Temporal Representations.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Data Mining, 2023

Rethinking Data Distillation: Do Not Overlook Calibration.

[BibT_eX]

[DOI]

Proceedings of the IEEE/CVF International Conference on Computer Vision, 2023

Geo-Foundation Models: Reality, Gaps and Opportunities.

[BibT_eX]

[DOI]

Proceedings of the 31st ACM International Conference on Advances in Geographic Information Systems, 2023

High-Fidelity Deep Approximation of Ecosystem Simulation over Long-Term at Large Scale.

[BibT_eX]

[DOI]

Proceedings of the 31st ACM International Conference on Advances in Geographic Information Systems, 2023

Towards Inherently Interpretable Deep Learning for Accelerating Scientific Discoveries in Climate Science.

[BibT_eX]

[DOI]

Anh N. Nhu

Yiqun Xie

Proceedings of the 31st ACM International Conference on Advances in Geographic Information Systems, 2023

Meta-Transfer-Learning for Time Series Data with Extreme Events: An Application to Water Temperature Prediction.

[BibT_eX]

[DOI]

Proceedings of the 32nd ACM International Conference on Information and Knowledge Management, 2023

Auto-CM: Unsupervised Deep Learning for Satellite Imagery Composition and Cloud Masking Using Spatio-Temporal Dynamics.

[BibT_eX]

[DOI]

Proceedings of the Thirty-Seventh AAAI Conference on Artificial Intelligence, 2023

Task-Adaptive Meta-Learning Framework for Advancing Spatial Generalizability.

[BibT_eX]

[DOI]

Proceedings of the Thirty-Seventh AAAI Conference on Artificial Intelligence, 2023

Point-to-Region Co-learning for Poverty Mapping at High Resolution Using Satellite Imagery.

[BibT_eX]

[DOI]

Proceedings of the Thirty-Seventh AAAI Conference on Artificial Intelligence, 2023

Physics Guided Neural Networks for Time-Aware Fairness: An Application in Crop Yield Prediction.

[BibT_eX]

[DOI]

Proceedings of the Thirty-Seventh AAAI Conference on Artificial Intelligence, 2023

2022

COVID-GAN+: Estimating Human Mobility Responses to COVID-19 through Spatio-temporal Generative Adversarial Networks with Enhanced Features.

[BibT_eX]

[DOI]

ACM Trans. Intell. Syst. Technol., 2022

Modeling Reservoir Release Using Pseudo-Prospective Learning and Physical Simulations to Predict Water Temperature.

[BibT_eX]

[DOI]

Proceedings of the 2022 SIAM International Conference on Data Mining, 2022

Quantifying and Reducing Registration Uncertainty of Spatial Vector Labels on Earth Imagery.

[BibT_eX]

[DOI]

Proceedings of the KDD '22: The 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, Washington, DC, USA, August 14, 2022

Statistically-Guided Deep Network Transformation to Harness Heterogeneity in Space (Extended Abstract).

[BibT_eX]

[DOI]

Proceedings of the Thirty-First International Joint Conference on Artificial Intelligence, 2022

STORM-GAN: Spatio-Temporal Meta-GAN for Cross-City Estimation of Human Mobility Responses to COVID-19.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Data Mining, 2022

Sailing in the location-based fairness-bias sphere.

[BibT_eX]

[DOI]

Proceedings of the 30th International Conference on Advances in Geographic Information Systems, 2022

Deep semantic segmentation for building detection using knowledge-informed features from LiDAR point clouds.

[BibT_eX]

[DOI]

Proceedings of the 30th International Conference on Advances in Geographic Information Systems, 2022

CSCD: towards spatially resolving the heterogeneous landscape of MxIF oncology data.

[BibT_eX]

[DOI]

Proceedings of the 10th ACM SIGSPATIAL International Workshop on Analytics for Big Geospatial Data, 2022

VIMTS: Variational-based Imputation for Multi-modal Time Series.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Big Data, 2022

Fairness by "Where": A Statistically-Robust and Model-Agnostic Bi-level Learning Framework.

[BibT_eX]

[DOI]

Proceedings of the Thirty-Sixth AAAI Conference on Artificial Intelligence, 2022

2021

Significant DBSCAN+: Statistically Robust Density-based Clustering.

[BibT_eX]

[DOI]

ACM Trans. Intell. Syst. Technol., 2021

Spatial Variability Aware Deep Neural Networks (SVANN): A General Approach.

[BibT_eX]

[DOI]

ACM Trans. Intell. Syst. Technol., 2021

Large-Scale River Mapping Using Contrastive Learning and Multi-Source Satellite Imagery.

[BibT_eX]

[DOI]

Remote. Sens., 2021

Discovering regions of anomalous spatial co-locations.

[BibT_eX]

[DOI]

Int. J. Geogr. Inf. Sci., 2021

A Statistically-Guided Deep Network Transformation and Moderation Framework for Data with Spatial Heterogeneity.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Data Mining, 2021

Physics-Guided Machine Learning from Simulation Data: An Application in Modeling Lake and River Systems.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Data Mining, 2021

Spatial-Net: A Self-Adaptive and Model-Agnostic Deep Learning Framework for Spatially Heterogeneous Datasets.

[BibT_eX]

[DOI]

Proceedings of the SIGSPATIAL '21: 29th International Conference on Advances in Geographic Information Systems, 2021

2020

Significant spatial co-distribution pattern discovery.

[BibT_eX]

[DOI]

Comput. Environ. Urban Syst., 2020

Discovering Interesting Subpaths with Statistical Significance from Spatiotemporal Datasets.

[BibT_eX]

[DOI]

Yiqun Xie

Xun Zhou

Shashi Shekhar

ACM Trans. Intell. Syst. Technol., 2020

A Unified Framework for Robust and Efficient Hotspot Detection in Smart Cities.

[BibT_eX]

[DOI]

Yiqun Xie

Shashi Shekhar

Trans. Data Sci., 2020

Physics-guided Energy-efficient Path Selection Using On-board Diagnostics Data.

[BibT_eX]

[DOI]

Trans. Data Sci., 2020

A locally-constrained YOLO framework for detecting small and densely-distributed building footprints.

[BibT_eX]

[DOI]

Int. J. Geogr. Inf. Sci., 2020

Towards Spatial Variability Aware Deep Neural Networks (SVANN): A Summary of Results.

[BibT_eX]

[DOI]

Jayant Gupta

Yiqun Xie

Shashi Shekhar

CoRR, 2020

Discovering Spatial Mixture Patterns of Interest.

[BibT_eX]

[DOI]

Proceedings of the SIGSPATIAL '20: 28th International Conference on Advances in Geographic Information Systems, 2020

Significant lagrangian linear hotspot discovery.

[BibT_eX]

[DOI]

Proceedings of the IWCTS@SIGSPATIAL 2020: Proceedings of the 13th ACM SIGSPATIAL International Workshop on Computational Transportation Science, 2020

COVID-GAN: Estimating Human Mobility Responses to COVID-19 Pandemic through Spatio-Temporal Conditional Generative Adversarial Networks.

[BibT_eX]

[DOI]

Proceedings of the SIGSPATIAL '20: 28th International Conference on Advances in Geographic Information Systems, 2020

2019

Significant DBSCAN towards Statistically Robust Clustering.

[BibT_eX]

[DOI]

Yiqun Xie

Shashi Shekhar

Proceedings of the 16th International Symposium on Spatial and Temporal Databases, 2019

A Nondeterministic Normalization based Scan Statistic (NN-scan) towards Robust Hotspot Detection: A Summary of Results.

[BibT_eX]

[DOI]

Yiqun Xie

Shashi Shekhar

Proceedings of the 2019 SIAM International Conference on Data Mining, 2019

NDVI Versus CNN Features in Deep Learning for Land Cover Clasification of Aerial Images.

[BibT_eX]

[DOI]

Anushree Ramanath

Saipreethi Muthusrinivasan

Yiqun Xie

Shashi Shekhar

Bharathkumar Ramachandra

Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

Revolutionizing Tree Management via Intelligent Spatial Techniques.

[BibT_eX]

[DOI]

Proceedings of the 27th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems, 2019

Analyzing Domain Knowledge for Big Data Analysis: A Case Study with Urban Tree Type Classification.

[BibT_eX]

[DOI]

Proceedings of the Big Data Analytics - 7th International Conference, 2019

2018

Transforming Smart Cities with Spatial Computing.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Smart Cities Conference, 2018

A TIMBER Framework for Mining Urban Tree Inventories Using Remote Sensing Datasets.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Data Mining, 2018

An unsupervised augmentation framework for deep learning based geospatial object detection: a summary of results.

[BibT_eX]

[DOI]

Proceedings of the 26th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems, 2018

2017

Collaborative Geodesign and Spatial Optimization for Fragmentation-Free Land Allocation.

[BibT_eX]

[DOI]

ISPRS Int. J. Geo Inf., 2017

Transdisciplinary Foundations of Geospatial Data Science.

[BibT_eX]

[DOI]

ISPRS Int. J. Geo Inf., 2017

FF-SA: Fragmentation-Free Spatial Allocation.

[BibT_eX]

[DOI]

Yiqun Xie

Shashi Shekhar

Proceedings of the Advances in Spatial and Temporal Databases, 2017

Spatially Constrained Geodesign Optimization (GOP) for Improving Agricultural Watershed Sustainability.

[BibT_eX]

[DOI]

Proceedings of the Workshops of the The Thirty-First AAAI Conference on Artificial Intelligence, 2017

2016

Data Science for Food, Energy and Water: A Workshop Report.

[BibT_eX]

[DOI]

SIGKDD Explor., 2016

2014

Melting of icosahedral nickel clusters under hydrostatic pressure.

[BibT_eX]

[DOI]

J. Comput. Chem., 2014

Ring-Shaped Hotspot Detection: A Summary of Results.

[BibT_eX]

[DOI]

Proceedings of the 2014 IEEE International Conference on Data Mining, 2014

2013

Crater Detection Using the Morphological Characteristics of Chang'E-1 Digital Elevation Models.

[BibT_eX]

[DOI]

IEEE Geosci. Remote. Sens. Lett., 2013

2006

A 6.25GHz 1V LC-PLL in 0.13µm CMOS.

[BibT_eX]

[DOI]

Proceedings of the 2006 IEEE International Solid State Circuits Conference, 2006

2005

A 6.25-Gb/s binary transceiver in 0.13-μm CMOS for serial data transmission across high loss legacy backplane channels.

[BibT_eX]

[DOI]

Bharadwaj Parthasarathy

IEEE J. Solid State Circuits, 2005

Yiqun Xie

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