Fragile Earth: Innovative AI for Climate Risk Mitigation

Emre Eftelioglu; Naoki Abe; Ramakrishnan Kannan; Yuzhou Chen; Kathleen Buckingham; Auroop Ganguly; James Hodson

doi:10.1145/3711896.3737864

Fragile Earth: Innovative AI for Climate Risk Mitigation

Emre Eftelioglu, Naoki Abe, Ramakrishnan Kannan, Yuzhou Chen, Kathleen Buckingham, Auroop Ganguly, James Hodson

Discrete Algorithms

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

Abstract

The Fragile Earth Workshop is a recurring event in ACM's KDD Conference on research in knowledge discovery and data mining that gathers the research community to find and explore how data science can measure and progress climate and social issues, following the United Nations Sustainable Development Goals (SDGs) framework.

Original language	English
Title of host publication	KDD 2025 - Proceedings of the 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining
Publisher	Association for Computing Machinery
Pages	6272-6273
Number of pages	2
ISBN (Electronic)	9798400714542
DOIs	https://doi.org/10.1145/3711896.3737864
State	Published - Aug 3 2025
Event	31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining, KDD 2025 - Toronto, Canada Duration: Aug 3 2025 → Aug 7 2025

Publication series

Name	Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining
Volume	2
ISSN (Print)	2154-817X

Conference

Conference	31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining, KDD 2025
Country/Territory	Canada
City	Toronto
Period	08/3/25 → 08/7/25

Keywords

artificial intelligence
climate change
earth science
machine learning
spatial computing
sustainability

Access to Document

10.1145/3711896.3737864

Cite this

Eftelioglu, E., Abe, N., Kannan, R., Chen, Y., Buckingham, K., Ganguly, A., & Hodson, J. (2025). Fragile Earth: Innovative AI for Climate Risk Mitigation. In KDD 2025 - Proceedings of the 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining (pp. 6272-6273). (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining; Vol. 2). Association for Computing Machinery. https://doi.org/10.1145/3711896.3737864

Eftelioglu, Emre ; Abe, Naoki ; Kannan, Ramakrishnan et al. / Fragile Earth : Innovative AI for Climate Risk Mitigation. KDD 2025 - Proceedings of the 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining. Association for Computing Machinery, 2025. pp. 6272-6273 (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining).

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title = "Fragile Earth: Innovative AI for Climate Risk Mitigation",

abstract = "The Fragile Earth Workshop is a recurring event in ACM's KDD Conference on research in knowledge discovery and data mining that gathers the research community to find and explore how data science can measure and progress climate and social issues, following the United Nations Sustainable Development Goals (SDGs) framework.",

keywords = "artificial intelligence, climate change, earth science, machine learning, spatial computing, sustainability",

author = "Emre Eftelioglu and Naoki Abe and Ramakrishnan Kannan and Yuzhou Chen and Kathleen Buckingham and Auroop Ganguly and James Hodson",

note = "Publisher Copyright: {\textcopyright} 2025 Owner/Author.; 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining, KDD 2025 ; Conference date: 03-08-2025 Through 07-08-2025",

year = "2025",

month = aug,

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doi = "10.1145/3711896.3737864",

language = "English",

series = "Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining",

publisher = "Association for Computing Machinery",

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Eftelioglu, E, Abe, N, Kannan, R, Chen, Y, Buckingham, K, Ganguly, A & Hodson, J 2025, Fragile Earth: Innovative AI for Climate Risk Mitigation. in KDD 2025 - Proceedings of the 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining. Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, vol. 2, Association for Computing Machinery, pp. 6272-6273, 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining, KDD 2025, Toronto, Canada, 08/3/25. https://doi.org/10.1145/3711896.3737864

Fragile Earth: Innovative AI for Climate Risk Mitigation. / Eftelioglu, Emre; Abe, Naoki; Kannan, Ramakrishnan et al.
KDD 2025 - Proceedings of the 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining. Association for Computing Machinery, 2025. p. 6272-6273 (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining; Vol. 2).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

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AU - Eftelioglu, Emre

AU - Abe, Naoki

AU - Kannan, Ramakrishnan

AU - Chen, Yuzhou

AU - Buckingham, Kathleen

AU - Ganguly, Auroop

AU - Hodson, James

PY - 2025/8/3

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KW - artificial intelligence

KW - climate change

KW - earth science

KW - machine learning

KW - spatial computing

KW - sustainability

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M3 - Conference contribution

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T3 - Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining

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Eftelioglu E, Abe N, Kannan R, Chen Y, Buckingham K, Ganguly A et al. Fragile Earth: Innovative AI for Climate Risk Mitigation. In KDD 2025 - Proceedings of the 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining. Association for Computing Machinery. 2025. p. 6272-6273. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining). doi: 10.1145/3711896.3737864

Fragile Earth: Innovative AI for Climate Risk Mitigation

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