GM
Gengchen Mai
cs.AIcs.CVcs.LGcs.CLcs.CYcs.IRstat.MLeess.IVArtificial Intelligence and RoboticsComposition table
On Valency
published · living versionsW_btpaamh6·v1 · currentpublished
Earth System World Model for What-If Simulations: A Case Study for Terrestrial Ecosystems
with Zhihao Wang, Ruichen Wang, Ruohan Li, Lei Ma +4
1 version
Preprints & journals
60 papers in the corpus · 2018–2026TrajGANR: Trajectory-Centric Urban Multimodal Learning via Geospatially Aligned Neural Representations2605.06990v2 · Maria Despoina Siampou, Gengchen Mai, Ni Lao et al.2026 · 0 citationsarXiv
MIND the Gap: A Geographic Implicit Neural Representation with Adjustable Spatial Scale2609.25454v2 · Isaac Corley, Arjun Rao, Esther Rolf et al.2026 · 0 citationsarXiv
Earth System World Model for What-If Simulations: A Case Study for Terrestrial Ecosystems2609.08855v1 · Zhihao Wang, Ruichen Wang, Ruohan Li et al.2026 · 0 citationsarXivon Valency
When AI Writes, Who Gets Cited? Evidence of Citation Monoculture Across Language Models2608.19230v1 · Sina Alemohammad, Denghui Zhang, Bolong Tang et al.2026 · 0 citationsarXiv
Geographic Bias and Diversity in AI Evaluation2606.05187v1 · Zilong Liu, Krzysztof Janowicz, Gengchen Mai et al.2026 · 0 citationsarXiv
Beyond Visual Fidelity: Benchmarking Super-Resolution Models for Large-Scale Remote Sensing Imagery via Downstream Task Integration2605.00310v2 · Zhili Li, Kangyang Chai, Zhihao Wang et al.2026 · 0 citationsarXiv
Spatial Representation Learning Beyond Pixels: Unifying Raster Data and Vector Semantics for Human-Centric Geospatial Foundation Models2606.02374v1 · Steffen Knoblauch, Hao Li, Gengchen Mai et al.2026 · 0 citationsarXiv
GAIR: Location-Aware Self-Supervised Contrastive Pre-Training with Geo-Aligned Implicit Representations2503.16683v2 · Zeping Liu, Ni Lao, Zhangyu Wang et al.2025 · 4 citationsarXiv
Geography According to ChatGPT -- How Generative AI Represents and Reasons about Geography2603.18881v1 · Krzysztof Janowicz, Gengchen Mai, Rui Zhu et al.2026 · 0 citationsarXiv
SpaCE: a spatial counterfactual explainable deep learning model for predicting out-of-hospital cardiac arrest survival outcome.40881155 · Zhang, Jielu, Mu, Lan, Zhang, Donglan et al.2026 · 6 citationsInternational journal of geographical information science : IJGIS. 2025
Spatial-Agent: Agentic Geo-spatial Reasoning with Scientific Core Concepts2601.16965v1 · Riyang Bao, Cheng Yang, Dazhou Yu et al.2026 · 3 citationsarXiv
Text2Seg: Remote Sensing Image Semantic Segmentation via Text-Guided Visual Foundation Models2304.10597v2 · Jielu Zhang, Zhongliang Zhou, Gengchen Mai et al.2023 · 58 citationsarXiv
Digital Twin AI: Opportunities and Challenges from Large Language Models to World Models2601.01321v1 · Rong Zhou, Dongping Chen, Zihan Jia et al.2026 · 1 citationarXiv
Earth Embeddings: Towards AI-centric Representations of our Planetx5hx9s · Konstantin Klemmer, Esther Rolf, Marc Russwurm et al.2025 · 3 citationsEarthArXiv
LocDiff: Identifying Locations on Earth by Diffusing in the Hilbert Space2503.18142v2 · Zhangyu Wang, Zeping Liu, Jielu Zhang et al.2025 · 0 citationsarXiv
Whose Truth? Pluralistic Geo-Alignment for (Agentic) AI2508.05432v1 · Krzysztof Janowicz, Zilong Liu, Gengchen Mai et al.2025 · 5 citationsarXiv
4KAgent: Agentic Any Image to 4K Super-Resolution2507.07105v1 · Yushen Zuo, Qi Zheng, Mingyang Wu et al.2025 · 5 citationsarXiv
BERT4Traj: Transformer Based Trajectory Reconstruction for Sparse Mobility Data2507.03062v1 · Hao Yang, Angela Yao, Christopher Whalen et al.2025 · 0 citationsarXiv
Spatial-RAG: Spatial Retrieval Augmented Generation for Real-World Geospatial Reasoning Questions2502.18470v5 · Dazhou Yu, Riyang Bao, Ruiyu Ning et al.2025 · 7 citationsarXiv
ZooplanktonBench: A Geo-Aware Zooplankton Recognition and Classification Dataset from Marine Observations2505.18477v3 · Fukun Liu, Adam T. Greer, Gengchen Mai et al.2025 · 3 citationsarXiv
Feature-Augmented Deep Networks for Multiscale Building Segmentation in High-Resolution UAV and Satellite Imagery2505.05321v1 · Chintan B. Maniyar, Minakshi Kumar, Gengchen Mai2025 · 0 citationsarXiv
AD-AutoGPT: An autonomous GPT for Alzheimer's disease infodemiology.40334220 · Dai, Haixing, Li, Yiwei, Liu, Zhengliang et al.2025 · 20 citationsPLOS global public health. 2025;5(5):e0004383
The KnowWhereGraph: A Large-Scale Geo-Knowledge Graph for Interdisciplinary Knowledge Discovery and Geo-Enrichment2502.13874v2 · Rui Zhu, Cogan Shimizu, Shirly Stephen et al.2025 · 5 citationsarXiv
Urban sensing in the era of large language models.39872478 · Hou, Ce, Zhang, Fan, Li, Yong et al.2025 · 28 citationsInnovation (Cambridge (Mass.)). 2025;6(1):100749
TorchSpatial: A Location Encoding Framework and Benchmark for Spatial Representation Learning2406.15658v3 · Nemin Wu, Qian Cao, Zhangyu Wang et al.2024 · 13 citationsarXiv
The KnowWhereGraph Ontology2410.13948v1 · Cogan Shimizu, Shirly Stephe, Adrita Barua et al.2024 · 0 citationsarXiv
Examining the Commitments and Difficulties Inherent in Multimodal Foundation Models for Street View Imagery2408.12821v1 · Zhenyuan Yang, Xuhui Lin, Qinyi He et al.2024 · 0 citationsarXiv
Cross-View Geolocalization and Disaster Mapping with Street-View and VHR Satellite Imagery: A Case Study of Hurricane IAN2408.06761v1 · Hao Li, Fabian Deuser, Wenping Yina et al.2024 · 33 citationsarXiv
Img2Loc: Revisiting Image Geolocalization using Multi-modality Foundation Models and Image-based Retrieval-Augmented Generation2403.19584v1 · Zhongliang Zhou, Jielu Zhang, Zihan Guan et al.2024 · 16 citationsarXiv
Probing the Information Theoretical Roots of Spatial Dependence Measures2405.18459v2 · Zhangyu Wang, Krzysztof Janowicz, Gengchen Mai et al.2024 · 0 citationsarXiv
MC-GTA: Metric-Constrained Model-Based Clustering using Goodness-of-fit Tests with Autocorrelations2405.18395v2 · Zhangyu Wang, Gengchen Mai, Krzysztof Janowicz et al.2024 · 1 citationarXiv
AGI: Artificial General Intelligence for Education2304.12479v5 · Ehsan Latif, Gengchen Mai, Matthew Nyaaba et al.2023 · 37 citationsarXiv
GeoLLM: Extracting Geospatial Knowledge from Large Language Models2310.06213v2 · Rohin Manvi, Samar Khanna, Gengchen Mai et al.2023 · 33 citationsarXiv
TransFlower: An Explainable Transformer-Based Model with Flow-to-Flow Attention for Commuting Flow Prediction2402.15398v1 · Yan Luo, Zhuoyue Wan, Yuzhong Chen et al.2024 · 2 citationsarXiv
On the Promises and Challenges of Multimodal Foundation Models for Geographical, Environmental, Agricultural, and Urban Planning Applications2312.17016v1 · Chenjiao Tan, Qian Cao, Yiwei Li et al.2023 · 7 citationsarXiv
Multimodality of AI for Education: Towards Artificial General Intelligence2312.06037v2 · Gyeong-Geon Lee, Lehong Shi, Ehsan Latif et al.2023 · 26 citationsarXiv
Transformation vs Tradition: Artificial General Intelligence (AGI) for Arts and Humanities2310.19626v1 · Zhengliang Liu, Yiwei Li, Qian Cao et al.2023 · 16 citationsarXiv
Geo-knowledge-guided GPT models improve the extraction of location descriptions from disaster-related social media messages2310.09340v1 · Yingjie Hu, Gengchen Mai, Chris Cundy et al.2023 · 191 citationsInternational Journal of Geographical Information Science, 2023
Building Privacy-Preserving and Secure Geospatial Artificial Intelligence Foundation Models2309.17319v2 · Jinmeng Rao, Song Gao, Gengchen Mai et al.2023 · 27 citationsACM SIGSPATIAL 2023
SSIF: Learning Continuous Image Representation for Spatial-Spectral Super-Resolution2310.00413v1 · Gengchen Mai, Ni Lao, Weiwei Sun et al.2023 · 3 citationsarXiv
ChatGraph: Interpretable Text Classification by Converting ChatGPT Knowledge to Graphs2305.03513v2 · Yucheng Shi, Hehuan Ma, Wenliang Zhong et al.2023 · 30 citationsarXiv
Towards Artificial General Intelligence (AGI) in the Internet of Things (IoT): Opportunities and Challenges2309.07438v1 · Fei Dou, Jin Ye, Geng Yuan et al.2023 · 32 citationsarXiv
Sphere2Vec: A General-Purpose Location Representation Learning over a Spherical Surface for Large-Scale Geospatial Predictions2306.17624v2 · Gengchen Mai, Yao Xuan, Wenyun Zuo et al.2023 · 41 citationsISPRS Journal of Photogrammetry and Remote Sensing, 2023
Exploring New Frontiers in Agricultural NLP: Investigating the Potential of Large Language Models for Food Applications2306.11892v1 · Saed Rezayi, Zhengliang Liu, Zihao Wu et al.2023 · 40 citationsarXiv
AD-AutoGPT: An Autonomous GPT for Alzheimer's Disease Infodemiology2306.10095v1 · Haixing Dai, Yiwei Li, Zhengliang Liu et al.2023 · 20 citationsarXiv
CSP: Self-Supervised Contrastive Spatial Pre-Training for Geospatial-Visual Representations2305.01118v2 · Gengchen Mai, Ni Lao, Yutong He et al.2023 · 14 citationsarXiv
AGI for Agriculture2304.06136v1 · Guoyu Lu, Sheng Li, Gengchen Mai et al.2023 · 10 citationsarXiv
EVKG: An Interlinked and Interoperable Electric Vehicle Knowledge Graph for Smart Transportation System2304.04893v1 · Yanlin Qi, Gengchen Mai, Rui Zhu et al.2023 · 25 citationsarXiv
HyperQuaternionE: A hyperbolic embedding model for qualitative spatial and temporal reasoning.36092370 · Cai, Ling, Janowicz, Krzysztof, Zhu, Rui et al.2023 · 11 citationsGeoInformatica. 2023;27(2):159-197
Towards General-Purpose Representation Learning of Polygonal Geometries2209.15458v1 · Gengchen Mai, Chiyu Jiang, Weiwei Sun et al.2022 · 49 citationsarXiv
Career total: 179 works. 60 are in this corpus.Showing the 50 most recent.
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