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This paper proposes enhancements to the RICE-N simulation and multi-agent reinforcement learning framework to improve the realism of international climate policy negotiations. Acknowledging the framework's value, we highlight the necessity…

Computers and Society · Computer Science 2023-07-27 Jobst Heitzig , Jörg Oechssler , Christoph Pröschel , Niranjana Ragavan , Richie YatLong Lo

Comprehensive global cooperation is essential to limit global temperature increases while continuing economic development, e.g., reducing severe inequality or achieving long-term economic growth. Achieving long-term cooperation on climate…

Machine Learning · Computer Science 2022-08-16 Tianyu Zhang , Andrew Williams , Soham Phade , Sunil Srinivasa , Yang Zhang , Prateek Gupta , Yoshua Bengio , Stephan Zheng

Anthropogenic emissions of CO2 must soon approach net-zero to stabilize the global mean temperature. Although several international agreements have advocated for coordinated climate actions, their implementation has remained below…

Physics and Society · Physics 2022-04-26 Saverio Perri , Simon Levin , Lars O. Hedin , Nico Wunderling , Amilcare Porporato

We explore the integration of climate action and Sustainable Development Goals (SDGs) in nationally determined contributions (NDCs), revealing persistent synergies and trade-offs across income groups. While high-income countries emphasize…

In this paper, we propose a dynamic grouping negotiation model for climate mitigation based on real-world business and political negotiation protocols. Within the AI4GCC competition framework, we develop a three-stage process: group…

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

In scenarios where a single player cannot control other players, cooperative AI is a recent technology that takes advantage of deep learning to assess whether cooperation might occur. One main difficulty of this approach is that it requires…

Multiagent Systems · Computer Science 2023-04-03 Xavier Marjou , Arnaud Braud , Gaël Fromentoux

Climate change and environmental concerns represent a global crisis accompanied by significant economic challenges. Regular international conferences held to address these issues, such as in the UK (2021) and Egypt (2022), spark debate…

General Economics · Economics 2024-04-12 Reza Hafezi , David A. Wood , Firouzeh Rosa Taghikhah

First-best climate policy is a uniform carbon tax which gradually rises over time. Civil servants have complicated climate policy to expand bureaucracies, politicians to create rents. Environmentalists have exaggerated climate change to…

Economics · Quantitative Finance 2018-01-16 Richard S. J. Tol

The international community must collaborate to mitigate climate change and sustain economic growth. However, collaboration is hard to achieve, partly because no global authority can ensure compliance with international climate agreements.…

Artificial Intelligence · Computer Science 2023-07-17 Yoshua Bengio , Prateek Gupta , Lu Li , Soham Phade , Sunil Srinivasa , Andrew Williams , Tianyu Zhang , Yang Zhang , Stephan Zheng

The international community aims to limit global warming to 1.5{\deg}C, but little progress has been made towards a global, cost-efficient, and fair climate mitigation plan to deploy carbon dioxide removal (CDR) at the Paris Agreement's…

Physics and Society · Physics 2022-04-11 Solene Chiquier , Mathilde Fajardy , Niall Mac Dowell

Climate policy has become increasingly politicized in many countries including the US, with some political parties unwilling to pursue strong measures. Therefore, to be successful in mitigation, climate policies must be politically…

Physics and Society · Physics 2024-03-13 Andrea Di Benedetto , Claudia E. Wieners , Anna S. von der Heydt

As our submission for track three of the AI for Global Climate Cooperation (AI4GCC) competition, we propose a negotiation protocol for use in the RICE-N climate-economic simulation. Our proposal seeks to address the challenges of carbon…

Computers and Society · Computer Science 2023-08-07 Phillip Wozny , Bram Renting , Robert Loftin , Claudia Wieners , Erman Acar

Climate change is a burning issue of our time, with the Sustainable Development Goal (SDG) 13 of the United Nations demanding global climate action. Realizing the urgency, in 2015 in Paris, world leaders signed an agreement committing to…

Computation and Language · Computer Science 2021-05-13 Pradip Swarnakar , Ashutosh Modi

The temperature targets in the Paris Agreement cannot be met without very rapid reduction of greenhouse gas emissions and removal of carbon dioxide from the atmosphere. The latter requires large, perhaps prohibitively large subsidies. The…

General Economics · Economics 2022-09-05 Richard S. J. Tol

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

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

Public support and political mobilization are two crucial factors for the adoption of ambitious climate policies in line with the international greenhouse gas reduction targets of the Paris Agreement. Despite their compound importance, they…

General Economics · Economics 2023-06-21 Simon Montfort

The IPCC started at a time when climate policy was an aspiration for the future. The research assessed in the early IPCC reports was necessarily about potential climate policies, always stylized and often optimized. The IPCC has continued…

General Economics · Economics 2023-01-20 Richard S. J. Tol

AI has been proposed as an important tool to support several efforts related to nature-based climate solutions such as the detection of wildfires that affect forests and vegetation-based offsets. While this and other use-cases provide…

Machine Learning · Computer Science 2023-12-20 Olamide Oladeji , Seyed Shahabeddin Mousavi

The Global Methane Pledge and other methane measures may potentially undermine CO2 mitigation in certain countries, unless they are considered as additional to the existing Nationally Determined Contributions to strengthen overall…

Atmospheric and Oceanic Physics · Physics 2024-02-08 Katsumasa Tanaka , Kushal Tibrewal , Philippe Ciais , Olivier Boucher
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