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Related papers: Quantifying Climate Policy Action and Its Links to…

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Recent attempts at cooperating on climate change mitigation highlight the limited efficacy of large-scale agreements, when commitment to mitigation is costly and initially rare. Bottom-up approaches using region-specific mitigation…

Adaptation and Self-Organizing Systems · Physics 2021-06-09 Vadim A. Karatayev , Vítor V. Vasconcelos , Anne-Sophie Lafuite , Simon A. Levin , Chris T. Bauch , Madhur Anand

How regional heterogeneity in social and cultural processes drive--and respond to--climate dynamics is little studied. Here we present a coupled social-climate model stratified across five world regions and parameterized with geophysical,…

Physics and Society · Physics 2025-09-16 Amrita Punnavajhala , Timothy M. Lenton , Chris T. Bauch , Madhur Anand

The current framework for climate change negotiation models presents several limitations that warrant further research and development. In this track, we discuss mainly two key areas for improvement, focusing on the geographical impacts and…

Computers and Society · Computer Science 2023-07-27 Duo Zhang , Yuren Pang , Yu Qin

Earlier meta-analyses of the economic impact of climate change are updated with more data, with three new results: (1) The central estimate of the economic impact of global warming is always negative. (2) The confidence interval about the…

General Economics · Economics 2022-08-30 Richard S. J. Tol

Climate change has increased demands for transparent and comparable corporate climate disclosures, yet imitation and symbolic reporting often undermine their value. This paper develops a multidimensional framework to assess disclosure…

Computation and Language · Computer Science 2025-10-03 Bertrand Kian Hassani , Yacoub Bahini , Rizwan Mushtaq

Climate change poses grave challenges, demanding widespread understanding and low-carbon lifestyle awareness. Large language models (LLMs) offer a powerful tool to address this crisis, yet comprehensive evaluations of their climate-crisis…

Computation and Language · Computer Science 2024-07-02 Hongyin Zhu , Prayag Tiwari

Among the most relevant processes in the Earth system for human habitability are quasi-periodic, ocean-driven multi-year events whose dynamics are currently incompletely characterized by physical models, and hence poorly predictable. This…

Atmospheric and Oceanic Physics · Physics 2023-08-09 Matthew Bonas , Christopher K. Wikle , Stefano Castruccio

We pose the research question, "Can LLMs provide credible evaluation scores, suitable for constructing starter MCDM models that support commencing deliberation regarding climate and sustainability policies?" In this exploratory study we i.…

Computers and Society · Computer Science 2025-03-11 Rachel Bina , Kha Luong , Shrey Mehta , Daphne Pang , Mingjun Xie , Christine Chou , Steven O. Kimbrough

This paper synthesizes evidence on climate change impacts specific to U.S. populations. We develop an apples-to-apples comparison of econometric studies that empirically estimate the relationship between climate change and gross domestic…

High-resolution gridded climate data are readily available from multiple sources, yet climate research and decision-making increasingly require country and region-specific climate information weighted by socio-economic factors. Moreover,…

Applications · Statistics 2024-12-23 Marco Gortan , Lorenzo Testa , Giorgio Fagiolo , Francesco Lamperti

We develop a resource-efficient methodology for measuring economic outlook in news text that combines document embeddings with synthetic training data generated by large language models. Applied to 27 million news articles, the resulting…

General Economics · Economics 2026-02-18 Elliot Beck , Franziska Eckert , Linus Kühne , Helge Liebert , Rina Rosenblatt-Wisch

Climate change demands effective legislative action to mitigate its impacts. This study explores the application of machine learning (ML) to understand the progression of climate policy from announcement to adoption, focusing on policies…

Machine Learning · Computer Science 2025-10-21 Patricia West , Michelle WL Wan , Alexander Hepburn , Edwin Simpson , Raul Santos-Rodriguez , Jeffrey N Clark

Islands are diversity hotspots and vulnerable to environmental degradation, climate variations, land use changes and societal crises. These factors can exhibit interactive impacts on ecosystem services. The study reviewed a large number of…

Climate policy modelling is a key tool for assessing mitigation strategies in complex systems, where uncertainty is inherent and unavoidable. We present a general methodology for extensive uncertainty analysis in this field. While other…

Applications · Statistics 2026-05-15 Ian J. Burton , Femke J. M. M. Nijsse , James M. Salter

The scientific data about the state of our planet, presented at the 2012 (Rio+20) summit, documented that today's human family lives even less sustainably than it did in 1992. The data indicate furthermore that the environmental impacts…

Physics and Society · Physics 2013-09-03 Michael Dittmar

Climate models are essential for assessing the impact of greenhouse gas emissions on our changing climate and the resulting increase in the frequency and severity of natural disasters. Despite the widespread acceptance of climate models…

Atmospheric and Oceanic Physics · Physics 2023-11-08 Vsevolod Morozov , Artem Galliamov , Aleksandr Lukashevich , Antonina Kurdukova , Yury Maximov

Evaluating ecological time series is critical for benchmarking model performance in many important applications, including predicting greenhouse gas fluxes, capturing carbon-nitrogen dynamics, and monitoring hydrological cycles. Traditional…

Artificial Intelligence · Computer Science 2025-05-21 Qi Cheng , Licheng Liu , Qing Zhu , Runlong Yu , Zhenong Jin , Yiqun Xie , Xiaowei Jia

A high degree of consensus exists in the climate sciences over the role that human interference with the atmosphere is playing in changing the climate. Following the Paris Agreement, a similar consensus exists in the policy community over…

Atmospheric and Oceanic Physics · Physics 2018-07-02 J-F Mercure , H. Pollitt , N. R. Edwards , P. B. Holden , U. Chewpreecha , P. Salas , A. Lam , F. Knobloch , J. Vinuales

We propose to explore the sustainability of climate policies based on a novel commitment metric. This metric allows to quantify how future generations' scope of action is affected by short-term climate policy. In an example application, we…