A Survey of Foundation Models for Environmental Science

5 March 2025

Papers citing "A Survey of Foundation Models for Environmental Science"

28 / 28 papers shown

Title
Foundation Models for Environmental Science: A Survey of Emerging Frontiers Runlong Yu Shengyu Chen Yiqun Xie Huaxiu Yao J. Willard X. Jia AI4CE 119 1 0 05 Apr 2025
Physics-Guided Foundation Model for Scientific Discovery: An Application to Aquatic Science Runlong Yu Chonghao Qiu R. Ladwig Paul C. Hanson Yiqun Xie X. Jia AI4CE 81 3 0 10 Feb 2025
Segment Anything Model Can Not Segment Anything: Assessing AI Foundation Model's Generalizability in Permafrost Mapping Wenwen Li Chia-Yu Hsu Sizhe Wang Yezhou Yang Hyunho Lee ... Brendan M. Rogers S. Arundel Matthew B. Jones Kenton McHenry Patricia Solis VLM 69 15 0 16 Jan 2024
GeoGalactica: A Scientific Large Language Model in Geoscience Zhouhan Lin Cheng Deng Le Zhou Tianhang Zhang Yi Xu ... Weinan Zhang Junxian He Yunqiang Zhu Xinbing Wang Cheng Zhou 40 27 0 31 Dec 2023
On the Promises and Challenges of Multimodal Foundation Models for Geographical, Environmental, Agricultural, and Urban Planning Applications Chenjiao Tan Qian Cao Yiwei Li Jielu Zhang Xiao Yang ... Ninghao Liu Changying Li Lan Mu Tianming Liu Gengchen Mai 57 12 0 23 Dec 2023
BioCLIP: A Vision Foundation Model for the Tree of Life Samuel Stevens Jiaman Wu Matthew J Thompson Elizabeth G Campolongo Chan Hee Song ... Wasila M Dahdul Charles V. Stewart Tanya Berger-Wolf Wei-Lun Chao Yu-Chuan Su 91 75 0 30 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 91 8 0 17 Nov 2023
Neural General Circulation Models for Weather and Climate Dmitrii Kochkov J. Yuval I. Langmore Peter C. Norgaard Jamie A. Smith ... Peter W. Battaglia Alvaro Sanchez-Gonzalez Matthew Willson Michael P. Brenner Stephan Hoyer AI4Cl AI4CE 115 159 0 13 Nov 2023
A Survey of GPT-3 Family Large Language Models Including ChatGPT and GPT-4 Katikapalli Subramanyam Kalyan LM&MA AI4CE LRM AILaw ELM 107 243 0 04 Oct 2023
AI Foundation Models for Weather and Climate: Applications, Design, and Implementation S. K. Mukkavilli Daniel Salles Civitarese J. Schmude Johannes Jakubik Anne Jones ... R. Ganti Hendrik Hamann U. Nair Rahul Ramachandran Kommy Weldemariam AI4Cl AI4CE 61 18 0 19 Sep 2023
K2: A Foundation Language Model for Geoscience Knowledge Understanding and Utilization Cheng Deng Tianhang Zhang Zhongmou He Yi Xu Qiyuan Chen ... Weinan Zhang Xinbing Wang Cheng Zhou Zhouhan Lin Junxian He ALM 76 64 0 08 Jun 2023
GEO-Bench: Toward Foundation Models for Earth Monitoring Alexandre Lacoste Nils Lehmann Pau Rodríguez López Evan D. Sherwin Hannah Kerner ... David Vazquez Dava Newman Yoshua Bengio Stefano Ermon Xiao Xiang Zhu SSL ALM AI4CE 65 62 0 06 Jun 2023
Pangu-Weather: A 3D High-Resolution Model for Fast and Accurate Global Weather Forecast Kaifeng Bi Lingxi Xie Hengheng Zhang Xin Chen Xiaotao Gu Qi Tian AI4Cl 78 167 0 03 Nov 2022
Multimodal Learning with Transformers: A Survey Peng Xu Xiatian Zhu David Clifton ViT 163 566 0 13 Jun 2022
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 467 7,757 0 11 Nov 2021
Robust Inverse Framework using Knowledge-guided Self-Supervised Learning: An application to Hydrology Rahul Ghosh Arvind Renganathan Kshitij Tayal Xiang Li A. Khandelwal X. Jia C. Duffy J. Neiber Vipin Kumar 80 23 0 14 Sep 2021
Focus on the Positives: Self-Supervised Learning for Biodiversity Monitoring Omiros Pantazis Gabriel J. Brostow Kate E. Jones Oisin Mac Aodha SSL 51 30 0 14 Aug 2021
Fourier Neural Operator for Parametric Partial Differential Equations Zong-Yi Li Nikola B. Kovachki Kamyar Azizzadenesheli Burigede Liu K. Bhattacharya Andrew M. Stuart Anima Anandkumar AI4CE 500 2,414 0 18 Oct 2020
Deep Learning for Post-Processing Ensemble Weather Forecasts Peter Grönquist Chengyuan Yao Tal Ben-Nun Nikoli Dryden P. Dueben Shigang Li Torsten Hoefler 52 166 0 18 May 2020
Meta-Learning in Neural Networks: A Survey Timothy M. Hospedales Antreas Antoniou P. Micaelli Amos Storkey OOD 393 1,979 0 11 Apr 2020
A review on outlier/anomaly detection in time series data Ane Blázquez-García Angel Conde U. Mori Jose A. Lozano AI4TS 58 734 0 11 Feb 2020
Forecasting Corn Yield with Machine Learning Ensembles Mohsen Shahhosseini Guiping Hu S. Archontoulis 98 174 0 18 Jan 2020
A Comprehensive Survey on Transfer Learning Fuzhen Zhuang Zhiyuan Qi Keyu Duan Dongbo Xi Yongchun Zhu Hengshu Zhu Hui Xiong Qing He 183 4,449 0 07 Nov 2019
Spatial-temporal Multi-Task Learning for Within-field Cotton Yield Prediction L. Nguyen Jiajie Zhen Zhe Lin Hanxiang Du Zhou Yang Wenxuan Guo Fang Jin 36 30 0 16 Nov 2018
Physics Guided RNNs for Modeling Dynamical Systems: A Case Study in Simulating Lake Temperature Profiles X. Jia J. Willard Anuj Karpatne J. Read Jacob Aaron Zwart M. Steinbach Vipin Kumar PINN AI4CE 32 213 0 31 Oct 2018
Machine Learning for the Geosciences: Challenges and Opportunities Anuj Karpatne I. Ebert‐Uphoff S. Ravela H. Babaie Vipin Kumar AI4CE 61 394 0 13 Nov 2017
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 713 131,652 0 12 Jun 2017
Representation Learning: A Review and New Perspectives Yoshua Bengio Aaron Courville Pascal Vincent OOD SSL 269 12,439 0 24 Jun 2012