Title
A Genealogy of Multi-Sensor Foundation Models in Remote Sensing Kevin Lane Morteza Karimzadeh 33 0 0 24 Apr 2025
MapEval: A Map-Based Evaluation of Geo-Spatial Reasoning in Foundation Models Mahir Labib Dihan Md Tanvir Hassan Md Tanvir Parvez Md Hasebul Hasan Md Almash Alam Muhammad Aamir Cheema Mohammed Eunus Ali Md. Rizwan Parvez LRM ELM 22 1 0 03 Jan 2025
Uncovering Regional Defaults from Photorealistic Forests in Text-to-Image Generation with DALL-E 2 Zilong Liu Krzysztof Janowicz Kitty Currier Meilin Shi 23 0 0 03 Oct 2024
How Effective is Pre-training of Large Masked Autoencoders for Downstream Earth Observation Tasks? Jose Sosa Mohamed Aloulou Danila Rukhovich Rim Sleimi Boonyarit Changaival Anis Kacem Djamila Aouada 25 0 0 27 Sep 2024
Uncertainty and Generalizability in Foundation Models for Earth Observation Raúl Ramos-Pollán F. Kalaitzis Karthick Panner Selvam 26 0 0 13 Sep 2024
Geospatial foundation models for image analysis: evaluating and enhancing NASA-IBM Prithvi's domain adaptability Chia-Yu Hsu Wenwen Li Sizhe Wang 29 11 0 31 Aug 2024
Geolocation Representation from Large Language Models are Generic Enhancers for Spatio-Temporal Learning Junlin He Tong Nie Wei Ma AI4TS 24 2 0 22 Aug 2024
GeoReasoner: Reasoning On Geospatially Grounded Context For Natural Language Understanding Yibo Yan Joey Lee LRM 28 5 0 21 Aug 2024
Foundation Models for Autonomous Robots in Unstructured Environments Hossein Naderi Alireza Shojaei Lifu Huang LM&Ro 40 0 0 19 Jul 2024
Self-consistent Deep Geometric Learning for Heterogeneous Multi-source Spatial Point Data Prediction Dazhou Yu Xiaoyun Gong Yun-Qing Li Meikang Qiu Liang Zhao 30 2 0 30 Jun 2024
CityGPT: Empowering Urban Spatial Cognition of Large Language Models Jie Feng Yuwei Du Tianhui Liu Siqi Guo Yuming Lin Yong Li 33 10 0 20 Jun 2024
CityBench: Evaluating the Capabilities of Large Language Model as World Model Jie Feng Jun Zhang Junbo Yan Xin Zhang Tianjian Ouyang Tianhui Liu Yuwei Du Siqi Guo Yong Li ELM 43 0 0 20 Jun 2024
Cross-Modality Program Representation Learning for Electronic Design Automation with High-Level Synthesis Zongyue Qin Yunsheng Bai Atefeh Sohrabizadeh Zijian Ding Ziniu Hu Yizhou Sun Jason Cong 23 1 0 13 Jun 2024
Quantifying Geospatial in the Common Crawl Corpus Ilya Ilyankou Meihui Wang Stefano Cavazzi James Haworth 39 1 0 07 Jun 2024
Pre-trained Transformer Uncovers Meaningful Patterns in Human Mobility Data Alameen Najjar 21 0 0 06 Jun 2024
Responsible AI for Earth Observation Pedram Ghamisi Weikang Yu Andrea Marinoni C. Gevaert Claudio Persello ... Benjamin P. Horton Philippe Rufin P. Hostert Fabio Pacifici Peter M. Atkinson 32 4 0 31 May 2024
Evaluation of Geographical Distortions in Language Models: A Crucial Step Towards Equitable Representations R. Decoupes R. Interdonato Mathieu Roche M. Teisseire S. Valentin 16 1 0 26 Apr 2024
OmniSat: Self-Supervised Modality Fusion for Earth Observation Guillaume Astruc Nicolas Gonthier Clement Mallet Loic Landrieu 28 23 0 12 Apr 2024
Deep Generative Data Assimilation in Multimodal Setting Yongquan Qu Juan Nathaniel Shuolin Li Pierre Gentine 3DGS 23 14 0 10 Apr 2024
On the Efficiency and Robustness of Vibration-based Foundation Models for IoT Sensing: A Case Study Tomoyoshi Kimura Jinyang Li Tianshi Wang Denizhan Kara Yizhuo Chen ... Maggie B. Wigness Shengzhong Liu Mani B. Srivastava Suhas Diggavi Tarek F. Abdelzaher 31 3 0 03 Apr 2024
Where to Move Next: Zero-shot Generalization of LLMs for Next POI Recommendation Shanshan Feng Haoming Lyu Caishun Chen Y. Ong LRM 38 8 0 02 Apr 2024
Knowledge-guided Machine Learning: Current Trends and Future Prospects Anuj Karpatne X. Jia Vipin Kumar 42 9 0 24 Mar 2024
LAMP: A Language Model on the Map Pasquale Balsebre Weiming Huang Gao Cong 27 6 0 14 Mar 2024
Large Language Models for Captioning and Retrieving Remote Sensing Images João Daniel Silva João Magalhães D. Tuia Bruno Martins 41 29 0 09 Feb 2024
Empowering Time Series Analysis with Large Language Models: A Survey Yushan Jiang Zijie Pan Xikun Zhang Sahil Garg Anderson Schneider Yuriy Nevmyvaka Dongjin Song AI4TS AIFin 87 46 0 05 Feb 2024
Large Language Models are Geographically Biased Rohin Manvi Samar Khanna Marshall Burke David B. Lobell Stefano Ermon 20 39 0 05 Feb 2024
Towards Urban General Intelligence: A Review and Outlook of Urban Foundation Models Weijiao Zhang Jindong Han Zhao Xu Hang Ni Hao Liu Hui Xiong Hui Xiong AI4CE 77 14 0 30 Jan 2024
LangSplat: 3D Language Gaussian Splatting Minghan Qin Wanhua Li Jiawei Zhou Haoqian Wang Hanspeter Pfister VLM 3DGS 19 171 0 26 Dec 2023
Multimodality of AI for Education: Towards Artificial General Intelligence Gyeong-Geon Lee Lehong Shi Ehsan Latif Yizhu Gao Arne Bewersdorff ... Zheng Liu Hui Wang Gengchen Mai Tiaming Liu Xiaoming Zhai 19 37 0 10 Dec 2023
Better, Not Just More: Data-Centric Machine Learning for Earth Observation R. Roscher M. Rußwurm Caroline Gevaert Michael C. Kampffmeyer J. A. dos Santos ... Ronny Hansch Stine Hansen Keiller Nogueira Jonathan Prexl D. Tuia 29 10 0 08 Dec 2023
USat: A Unified Self-Supervised Encoder for Multi-Sensor Satellite Imagery Jeremy Irvin Lucas Tao Joanne Zhou Yuntao Ma Langston Nashold Benjamin Liu Andrew Y. Ng ViT 28 19 0 02 Dec 2023
A New Learning Paradigm for Foundation Model-based Remote Sensing Change Detection Kaiyu Li Xiangyong Cao Deyu Meng 18 48 0 02 Dec 2023
Exploring Large Language Models for Human Mobility Prediction under Public Events Yuebing Liang Yichao Liu Xiaohan Wang Zhan Zhao 123 29 0 29 Nov 2023
Charting New Territories: Exploring the Geographic and Geospatial Capabilities of Multimodal LLMs Jonathan Roberts Timo Lüddecke Rehan Sheikh Kai Han Samuel Albanie MLLM 11 25 0 24 Nov 2023
FREE: The Foundational Semantic Recognition for Modeling Environmental Ecosystems Shiyuan Luo Juntong Ni Shengyu Chen Runlong Yu Yiqun Xie Licheng Liu Zhenong Jin Huaxiu Yao Xiaowei Jia 12 8 0 17 Nov 2023
OpenForest: A data catalogue for machine learning in forest monitoring Arthur Ouaknine T. Kattenborn Etienne Laliberté David Rolnick 41 5 0 01 Nov 2023
Transformation vs Tradition: Artificial General Intelligence (AGI) for Arts and Humanities Zheng Liu Yiwei Li Qian Cao Junwen Chen Tianze Yang ... John Gibbs Khaled Rasheed Ninghao Liu Gengchen Mai Tianming Liu AI4CE 36 10 0 30 Oct 2023
Large Models for Time Series and Spatio-Temporal Data: A Survey and Outlook Ming Jin Qingsong Wen Yuxuan Liang Chaoli Zhang Siqiao Xue ... Shirui Pan Vincent S. Tseng Yu Zheng Lei Chen Hui Xiong AI4TS SyDa 31 116 0 16 Oct 2023
GeoLLM: Extracting Geospatial Knowledge from Large Language Models Rohin Manvi Samar Khanna Gengchen Mai Marshall Burke David B. Lobell Stefano Ermon 10 41 0 10 Oct 2023
City Foundation Models for Learning General Purpose Representations from OpenStreetMap Pasquale Balsebre Weiming Huang Gao Cong Yi Li AI4CE 21 10 0 01 Oct 2023
Fewshot learning on global multimodal embeddings for earth observation tasks Matt Allen Francisco Dorr Joseph A. Gallego-Mejia Laura Martínez-Ferrer Anna Jungbluth F. Kalaitzis Raúl Ramos-Pollán 18 8 0 29 Sep 2023
Building Privacy-Preserving and Secure Geospatial Artificial Intelligence Foundation Models Jinmeng Rao Song Gao Gengchen Mai Joanna M. Wardlaw 8 19 0 29 Sep 2023
CATS: Conditional Adversarial Trajectory Synthesis for Privacy-Preserving Trajectory Data Publication Using Deep Learning Approaches Jinmeng Rao Song Gao Sijia Zhu 14 19 0 20 Sep 2023
Towards Artificial General Intelligence (AGI) in the Internet of Things (IoT): Opportunities and Challenges Fei Dou Jin Ye Geng Yuan Qin Lu Wei Niu ... Hongyue Sun Yunli Shao Changying Li Tianming Liu Wenzhan Song AI4CE 13 28 0 14 Sep 2023
Large Language Models and Foundation Models in Smart Agriculture: Basics, Opportunities, and Challenges Jiajia Li Mingle Xu Lirong Xiang Dong Chen Weichao Zhuang Xunyuan Yin Zhao Li 25 3 0 13 Aug 2023
GeoGPT: Understanding and Processing Geospatial Tasks through An Autonomous GPT Yifan Zhang Cheng Wei Shangyou Wu Zhengting He Wenhao Yu 20 25 0 16 Jul 2023
Evaluating the Effectiveness of Large Language Models in Representing Textual Descriptions of Geometry and Spatial Relations Yu Ji Song Gao 17 15 0 05 Jul 2023
Sphere2Vec: A General-Purpose Location Representation Learning over a Spherical Surface for Large-Scale Geospatial Predictions Gengchen Mai Yao Xuan Wen-Hang Zuo Yutong He Jiaming Song Stefano Ermon K. Janowicz Ni Lao 14 38 0 30 Jun 2023
The Segment Anything Model (SAM) for Remote Sensing Applications: From Zero to One Shot L. Osco Qiusheng Wu Eduardo Lopes de Lemos W. Gonçalves A. P. Ramos Jonathan Li J. M. Junior VLM 16 177 0 29 Jun 2023
Exploring New Frontiers in Agricultural NLP: Investigating the Potential of Large Language Models for Food Applications Saed Rezayi Zheng Liu Zihao Wu Chandra Dhakal Bao Ge ... Gengchen Mai Ninghao Liu Chen Zhen Tianming Liu Sheng R. Li 19 31 0 20 Jun 2023