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Related papers: Exploring Global Climate Cooperation through AI: A…

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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

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 rise of Artificial Intelligence (AI) will bring with it an ever-increasing willingness to cede decision-making to machines. But rather than just giving machines the power to make decisions that affect us, we need ways to work…

Computers and Society · Computer Science 2020-12-14 Elisa Bertino , Finale Doshi-Velez , Maria Gini , Daniel Lopresti , David Parkes

Problems of cooperation--in which agents seek ways to jointly improve their welfare--are ubiquitous and important. They can be found at scales ranging from our daily routines--such as driving on highways, scheduling meetings, and working…

Artificial Intelligence · Computer Science 2020-12-17 Allan Dafoe , Edward Hughes , Yoram Bachrach , Tantum Collins , Kevin R. McKee , Joel Z. Leibo , Kate Larson , Thore Graepel

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

AI Collaborator, powered by OpenAI's GPT-4, is a groundbreaking tool designed for human-AI collaboration research. Its standout feature is the ability for researchers to create customized AI personas for diverse experimental setups using a…

Human-Computer Interaction · Computer Science 2024-05-20 Mohammad Amin Samadi , Spencer JaQuay , Jing Gu , Nia Nixon

The AI4GCC competition presents a bold step forward in the direction of integrating machine learning with traditional economic policy analysis. Below, we highlight two potential areas for improvement that could enhance the competition's…

Artificial Intelligence · Computer Science 2023-08-11 Marco Jiralerspong , Gauthier Gidel

In the future, artificial learning agents are likely to become increasingly widespread in our society. They will interact with both other learning agents and humans in a variety of complex settings including social dilemmas. We argue that…

Artificial Intelligence · Computer Science 2022-02-22 Tobias Baumann

As climate change issues become more pressing, their impact in Africa calls for urgent, innovative solutions tailored to the continent's unique challenges. While Artificial Intelligence (AI) emerges as a critical and valuable tool for…

Computers and Society · Computer Science 2024-07-09 Rendani Mbuvha , Yassine Yaakoubi , John Bagiliko , Santiago Hincapie Potes , Amal Nammouchi , Sabrina Amrouche

Game AI competitions are important to foster research and development on Game AI and AI in general. These competitions supply different challenging problems that can be translated into other contexts, virtual or real. They provide…

Artificial Intelligence · Computer Science 2020-10-20 Ana Salta , Rui Prada , Francisco S. Melo

The latest developments in AI focus on agentic systems where artificial and human agents cooperate to realize global goals. An example is collaborative learning, which aims to train a global model based on data from individual agents. A…

Computer Science and Game Theory · Computer Science 2025-08-20 Björn Filter , Ralf Möller , Özgür Lütfü Özçep

Climate change is one of the most pressing challenges of our time, requiring rapid action across society. As artificial intelligence tools (AI) are rapidly deployed, it is therefore crucial to understand how they will impact climate action.…

A Collaborative Artificial Intelligence System (CAIS) is a cyber-physical system that learns actions in collaboration with humans in a shared environment to achieve a common goal. In particular, a CAIS is equipped with an AI model to…

Software Engineering · Computer Science 2023-11-09 Diaeddin Rimawi , Antonio Lotta , Marco Todescato , Barbara Russo

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

The tragedy of the commons illustrates a fundamental social dilemma where individual rational actions lead to collectively undesired outcomes, threatening the sustainability of shared resources. Strategies to escape this dilemma, however,…

Computer Science and Game Theory · Computer Science 2026-03-26 Arend Hintze , Christoph Adami

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

Single-agent reinforcement learning algorithms in a multi-agent environment are inadequate for fostering cooperation. If intelligent agents are to interact and work together to solve complex problems, methods that counter non-cooperative…

Machine Learning · Computer Science 2022-03-09 Ted Fujimoto , Arthur Paul Pedersen

Artificial Intelligence (AI) is advancing at an unprecedented pace, with clear potential to enhance decision-making and productivity. Yet, the collaborative decision-making process between humans and AI remains underdeveloped, often falling…

Human-Computer Interaction · Computer Science 2025-04-10 Bowen Lou , Tian Lu , T. S. Raghu , Yingjie Zhang

International cooperation is common in AI research, including between geopolitical rivals. While many experts advocate for greater international cooperation on AI safety to address shared global risks, some view cooperation on AI with…

Collaborative AI systems aim at working together with humans in a shared space to achieve a common goal. This setting imposes potentially hazardous circumstances due to contacts that could harm human beings. Thus, building such systems with…

Software Engineering · Computer Science 2021-03-15 Matteo Camilli , Michael Felderer , Andrea Giusti , Dominik T. Matt , Anna Perini , Barbara Russo , Angelo Susi
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