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Artificial intelligence (AI) is often presented as a key tool for addressing societal challenges, such as climate change. At the same time, AI's environmental footprint is expanding increasingly. This report describes the systemic…

Computers and Society · Computer Science 2025-12-16 Julian Schön , Lena Hoffmann , Nikolas Becker

Research waste in biomedical science is driven by redundant studies, incomplete reporting, and the limited scalability of traditional evidence synthesis workflows. We present an AI co-scientist for scalable and transparent knowledge…

Artificial Intelligence · Computer Science 2026-01-21 Arya Rahgozar , Pouria Mortezaagha

Climate science studies the structure and dynamics of Earth's climate system and seeks to understand how climate changes over time, where the data is usually stored in the format of time series, recording the climate features, geolocation,…

Generative AI tools are increasingly embedded in everyday work and learning, yet their fluency, opacity, and propensity to hallucinate mean that users must critically evaluate AI outputs rather than accept them at face value. The present…

Artificial Intelligence · Computer Science 2026-05-27 Gabriel R. Lau , Wei Yan Low , Louis Tay , Ysabel Guevarra , Dragan Gašević , Andree Hartanto

Climate data science remains constrained by fragmented data sources, heterogeneous formats, and steep technical expertise requirements. These barriers slow discovery, limit participation, and undermine reproducibility. We present…

Artificial Intelligence · Computer Science 2026-03-16 Ahmed Jaber , Wangshu Zhu , Ayon Roy , Karthick Jayavelu , Justin Downes , Sameer Mohamed , Candace Agonafir , Linnia Hawkins , Tian Zheng

The integration of Large Language Models (LLMs) into the scientific ecosystem raises fundamental questions about the creativity and originality of AI-generated research. Recent work has identified ``smart plagiarism'' as a concern in…

Computation and Language · Computer Science 2026-01-16 Devesh Saraogi , Rohit Singhee , Dhruv Kumar

The integration of Agentic AI into scientific discovery marks a new frontier in research automation. These AI systems, capable of reasoning, planning, and autonomous decision-making, are transforming how scientists perform literature…

Computation and Language · Computer Science 2025-03-13 Mourad Gridach , Jay Nanavati , Khaldoun Zine El Abidine , Lenon Mendes , Christina Mack

Scientific and technological advances in numerical modelling have improved the quality of climate predictions over recent decades, but predictive skill remains limited in many aspects. Extreme events such as heat and cold waves, droughts,…

The integration of artificial intelligence (AI) into social science research practices raises significant technological, methodological, and ethical issues. We present a community-centric study drawing on 284 survey responses and 15…

Computers and Society · Computer Science 2025-06-16 Tatiana Chakravorti , Xinyu Wang , Pranav Narayanan Venkit , Sai Koneru , Kevin Munger , Sarah Rajtmajer

Fact verification is a critical yet underexplored component of non-litigation legal practice. While existing research has examined automation in legal workflow and human-AI collaboration in high-stakes domains, little is known about how…

Human-Computer Interaction · Computer Science 2026-02-10 Sirui Han , Yuyao Zhang , Yidan Huang , Xueyan Li , Chengzhong Liu , Yike Guo

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

This report documents the programme and the outcomes of Dagstuhl Seminar 22382 "Machine Learning for Science: Bridging Data-Driven and Mechanistic Modelling". Today's scientific challenges are characterised by complexity. Interconnected…

Artificial Intelligence · Computer Science 2023-03-09 Philipp Berens , Kyle Cranmer , Neil D. Lawrence , Ulrike von Luxburg , Jessica Montgomery

As generative AI becomes embedded in higher education, it increasingly shapes how students complete academic tasks. While these systems offer efficiency and support, concerns persist regarding over-automation, diminished student agency, and…

Human-Computer Interaction · Computer Science 2026-03-16 Nifu Dan

In technical subjects characterized by high enrollment, such as Basic Hydraulics, the assessment of reports necessitates superior levels of objectivity, consistency, and formative feedback; goals often compromised by faculty workload. This…

Computers and Society · Computer Science 2025-10-28 Hugo Roger Paz

Existing automated research systems operate as stateless, linear pipelines -- generating outputs without maintaining any persistent understanding of the research landscape they navigate. They process papers sequentially, propose ideas…

Artificial Intelligence · Computer Science 2026-03-27 Yunbo Long

Through bibliometric analysis and topic modeling, we find that artificial intelligence (AI) is positively transforming geosciences research, with a notable increase in AI-related scientific output in recent years. We are encouraged to…

Digital Libraries · Computer Science 2025-09-05 Liang Li , Yuntian Li , Wenxin Zhao , Shan Ye , Yun Lu

Given the growing use of Artificial Intelligence (AI) and machine learning (ML) methods across all aspects of environmental sciences, it is imperative that we initiate a discussion about the ethical and responsible use of AI. In fact, much…

Computers and Society · Computer Science 2022-04-14 Amy McGovern , Imme Ebert-Uphoff , David John Gagne , Ann Bostrom

The rapid uptake of generative artificial intelligence (AI) in higher education is reshaping assessment practices and intensifying concerns around academic integrity, fairness, and learning quality. While institutional responses…

Computers and Society · Computer Science 2026-05-28 Ndidi Bianca Ogbo , Zhao Song , Shatha Ghareeb , The Anh Han

In recent years, artificial intelligence (AI) has deeply impacted various fields, including Earth system sciences. Here, AI improved weather forecasting, model emulation, parameter estimation, and the prediction of extreme events. However,…

This study empirically investigates the impact of AI-augmented peer review systems on scientific productivity using panel data from OECD countries. While prior research has highlighted inefficiencies in traditional peer review, little…

Computers and Society · Computer Science 2026-04-08 Dongsoo Han