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Natural language processing models have emerged that can generate usable software and automate a number of programming tasks with high fidelity. These tools have yet to have an impact on the chemistry community. Yet, our initial testing…

Statistical Mechanics · Physics 2023-01-11 Glen M. Hocky , Andrew D. White

This essay examines the relationship between artificial intelligence and the historical evolution of modern Mathematics. Rather than viewing AI as an external rupture, we argue that its effectiveness reveals a structural tendency already…

Differential Geometry · Mathematics 2026-05-28 Jaime Ripoll

With the advances in e-Sciences and the growing complexity of scientific analyses, more and more scientists and researchers are relying on workflow systems for process coordination, derivation automation, provenance tracking, and…

Software Engineering · Computer Science 2008-08-27 Yong Zhao , Ioan Raicu , Ian Foster

Authorship of scientific articles has profoundly changed from early science until now. If once upon a time a paper was authored by a handful of authors, scientific collaborations are much more prominent on average nowadays. As authorship…

Digital Libraries · Computer Science 2022-07-08 Andrea Mannocci , Ornella Irrera , Paolo Manghi

Large Language Models (LLMs) are catalyzing a paradigm shift in scientific discovery, evolving from task-specific automation tools into increasingly autonomous agents and fundamentally redefining research processes and human-AI…

Computation and Language · Computer Science 2025-09-18 Tianshi Zheng , Zheye Deng , Hong Ting Tsang , Weiqi Wang , Jiaxin Bai , Zihao Wang , Yangqiu Song

Crises in peer review capacity, study replication, and AI-fabricated science have intensified interest in automated tools for assessing scientific research. However, the scientific community has a history of decontextualizing and…

Computers and Society · Computer Science 2026-01-16 Carole J. Lee

This article argues that the most important significance of the AI revolution, especially the rise of large language models, lies not simply in automation, but in a fundamental change in how complex information and human know-how are…

Artificial Intelligence · Computer Science 2026-04-17 Xiao-Liang Qi

Background. Reproducibility is essential to the scientific method, but reproduction is often a laborious task. Recent works have attempted to automate this process and relieve researchers of this workload. However, due to varying…

Computers and Society · Computer Science 2026-01-09 Thijs Snelleman , Peter Lundestad Lawrence , Holger H. Hoos , Odd Erik Gundersen

It appears paradoxical that science is producing outstanding new results and theories at a rapid rate at the same time that researchers are identifying serious problems in the practice of science that cause many reports to be irreproducible…

Other Statistics · Statistics 2022-10-12 Richard M. Shiffrin , Katy Borner , Stephen M. Stigler

Automation and semi-automation through computational tools like LLMs are also making their way to deployment in research synthesis and secondary research, such as systematic reviews. In some steps of research synthesis, this has the…

Human-Computer Interaction · Computer Science 2025-01-28 Katja Rogers

There is already a significant time, but it gives the sensation of extremely short,nanotechnology has become one of the most promising scientific hopes in innumerable human domains. Now the hope become reality. Countless scientific studies…

Physics and Society · Physics 2022-01-19 Manuel Alberto M. Ferreira , José António Filipe

Several studies have shown that automated support for different activities of the security patch management process has great potential for reducing delays in installing security patches. However, it is also important to understand how…

Software Engineering · Computer Science 2022-09-07 Nesara Dissanayake , Asangi Jayatilaka , Mansooreh Zahedi , Muhammad Ali Babar

The integration of artificial intelligence, especially large language models in robotics, has led to rapid advancements in the field. We are now observing an unprecedented surge in the use of robots in our daily lives. The development and…

Robotics · Computer Science 2024-09-17 Diba Afroze , Yazhou Tu , Xiali Hei

The emergence of large language models (LLMs) is propelling automated scientific discovery to the next level, with LLM-based Artificial Intelligence (AI) Scientist systems now taking the lead in scientific research. Several influential…

Artificial Intelligence · Computer Science 2025-08-04 Qiujie Xie , Yixuan Weng , Minjun Zhu , Fuchen Shen , Shulin Huang , Zhen Lin , Jiahui Zhou , Zilan Mao , Zijie Yang , Linyi Yang , Jian Wu , Yue Zhang

Artificial intelligence systems are transforming scientific discovery by accelerating specific research tasks, from protein structure prediction to materials design, yet remain confined to narrow domains requiring substantial human…

Artificial Intelligence · Computer Science 2026-01-30 Gabrielle Wehr , Reuben Rideaux , Amaya J. Fox , David R. Lightfoot , Jason Tangen , Jason B. Mattingley , Shane E. Ehrhardt

In a wide array of areas, algorithms are matching and surpassing the performance of human experts, leading to consideration of the roles of human judgment and algorithmic prediction in these domains. The discussion around these…

Computer Vision and Pattern Recognition · Computer Science 2019-04-01 Maithra Raghu , Katy Blumer , Greg Corrado , Jon Kleinberg , Ziad Obermeyer , Sendhil Mullainathan

Chemistry, a long-standing discipline, has historically relied on manual and often time-consuming processes. While some automation exists, the field is now on the cusp of a significant evolution driven by the integration of robotics and…

Robotics · Computer Science 2025-10-14 Jihong Zhu , Kefeng Huang , Jonathon Pipe , Chris Horbaczewsky , Andy Tyrrell , Ian J. S. Fairlamb

There is a resurging interest in automation because of rapid progress of machine learning and AI. In our perspective, innovation is not an exemption from their expansion. This situation gives us an opportunity to reflect on a direction of…

General Economics · Economics 2021-03-04 Piotr Tomasz Makowski , Yuya Kajikawa

Causal models and methods have great promise, but their progress has been stalled. Proposals using causality get squeezed between two opposing worldviews. Scientific perfectionism--an insistence on only using "correct" models--slows the…

Computers and Society · Computer Science 2024-06-05 Joshua Loftus

Artificial intelligence is already being applied in and impacting many important sectors in society, including healthcare, finance, and policing. These applications will increase as AI capabilities continue to progress, which has the…

Computers and Society · Computer Science 2022-06-23 Jess Whittlestone , Sam Clarke
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