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Related papers: AI4Research: A Survey of Artificial Intelligence f…

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This survey examines the rapidly evolving field of Deep Research systems -- AI-powered applications that automate complex research workflows through the integration of large language models, advanced information retrieval, and autonomous…

Artificial Intelligence · Computer Science 2025-06-17 Renjun Xu , Jingwen Peng

Artificial Intelligence has proven to be a transformative tool for advancing scientific research across a wide range of disciplines. However, a significant gap still exists between AI and scientific communities, limiting the full potential…

Artificial Intelligence · Computer Science 2025-02-19 Yutong Xie , Yijun Pan , Hua Xu , Qiaozhu Mei

The powerful reasoning capabilities of Large Language Models (LLMs) in mathematics and coding, combined with their ability to automate complex tasks through agentic frameworks, present unprecedented opportunities for accelerating scientific…

Artificial Intelligence · Computer Science 2025-05-27 Jiabin Tang , Lianghao Xia , Zhonghang Li , Chao Huang

With the advent of large multimodal language models, science is now at a threshold of an AI-based technological transformation. An emerging ecosystem of models and tools aims to support researchers throughout the scientific lifecycle,…

Scientific discovery is a complex cognitive process that has driven human knowledge and technological progress for centuries. While artificial intelligence (AI) has made significant advances in automating aspects of scientific reasoning,…

Machine Learning · Computer Science 2024-12-24 Chandan K Reddy , Parshin Shojaee

The ongoing artificial intelligence (AI) revolution has the potential to change almost every line of work. As AI capabilities continue to improve in accuracy, robustness, and reach, AI may outperform and even replace human experts across…

Digital Libraries · Computer Science 2024-06-04 Jian Gao , Dashun Wang

Recent advancements in artificial intelligence, particularly with the emergence of large language models (LLMs), have sparked a rethinking of artificial general intelligence possibilities. The increasing human-like capabilities of AI are…

Computation and Language · Computer Science 2024-01-23 Ruoxi Xu , Yingfei Sun , Mengjie Ren , Shiguang Guo , Ruotong Pan , Hongyu Lin , Le Sun , Xianpei Han

Artificial intelligence (AI) is reshaping scientific discovery, evolving from specialized computational tools into autonomous research partners. We position Agentic Science as a pivotal stage within the broader AI for Science paradigm,…

The potential of AI researchers in scientific discovery remains largely untapped. Over the past decade, AI for Science (AI4Science) publications in 145 Nature Index journals have increased fifteen-fold, yet they still account for less than…

Computers and Society · Computer Science 2025-09-24 Hengjie Yu , Shuya Liu , Haiyun Yang , Yuping Yan , Maozhen Qu , Yaochu Jin

AI for Mathematics (AI4Math) has emerged as a distinct field that leverages machine learning to navigate mathematical landscapes historically intractable for early symbolic systems. While mid-20th-century symbolic approaches successfully…

History and Overview · Mathematics 2026-05-05 Haocheng Ju , Bin Dong

Artificial intelligence (AI) has acquired notorious relevance in modern computing as it effectively solves complex tasks traditionally done by humans. AI provides methods to represent and infer knowledge, efficiently manipulate texts and…

Information Retrieval · Computer Science 2024-01-23 José de la Torre-López , Aurora Ramírez , José Raúl Romero

With the advancement of large language models (LLMs) in their knowledge base and reasoning capabilities, their interactive modalities have evolved from pure text to multimodality and further to agentic tool use. Consequently, their…

Artificial Intelligence · Computer Science 2026-03-31 Yipeng Yu

In the upcoming decade, deep learning may revolutionize the natural sciences, enhancing our capacity to model and predict natural occurrences. This could herald a new era of scientific exploration, bringing significant advancements across…

Artificial Intelligence · Computer Science 2023-10-13 Shuaiwen Leon Song , Bonnie Kruft , Minjia Zhang , Conglong Li , Shiyang Chen , Chengming Zhang , Masahiro Tanaka , Xiaoxia Wu , Jeff Rasley , Ammar Ahmad Awan , Connor Holmes , Martin Cai , Adam Ghanem , Zhongzhu Zhou , Yuxiong He , Pete Luferenko , Divya Kumar , Jonathan Weyn , Ruixiong Zhang , Sylwester Klocek , Volodymyr Vragov , Mohammed AlQuraishi , Gustaf Ahdritz , Christina Floristean , Cristina Negri , Rao Kotamarthi , Venkatram Vishwanath , Arvind Ramanathan , Sam Foreman , Kyle Hippe , Troy Arcomano , Romit Maulik , Maxim Zvyagin , Alexander Brace , Bin Zhang , Cindy Orozco Bohorquez , Austin Clyde , Bharat Kale , Danilo Perez-Rivera , Heng Ma , Carla M. Mann , Michael Irvin , J. Gregory Pauloski , Logan Ward , Valerie Hayot , Murali Emani , Zhen Xie , Diangen Lin , Maulik Shukla , Ian Foster , James J. Davis , Michael E. Papka , Thomas Brettin , Prasanna Balaprakash , Gina Tourassi , John Gounley , Heidi Hanson , Thomas E Potok , Massimiliano Lupo Pasini , Kate Evans , Dan Lu , Dalton Lunga , Junqi Yin , Sajal Dash , Feiyi Wang , Mallikarjun Shankar , Isaac Lyngaas , Xiao Wang , Guojing Cong , Pei Zhang , Ming Fan , Siyan Liu , Adolfy Hoisie , Shinjae Yoo , Yihui Ren , William Tang , Kyle Felker , Alexey Svyatkovskiy , Hang Liu , Ashwin Aji , Angela Dalton , Michael Schulte , Karl Schulz , Yuntian Deng , Weili Nie , Josh Romero , Christian Dallago , Arash Vahdat , Chaowei Xiao , Thomas Gibbs , Anima Anandkumar , Rick Stevens

Artificial intelligence and machine learning are reshaping how we approach scientific discovery, not by replacing established methods but by extending what researchers can probe, predict, and design. In this roadmap we provide a…

In recent years, the rapid advancement of Artificial Intelligence (AI) technologies, particularly Large Language Models (LLMs), has revolutionized the paradigm of scientific discovery, establishing AI-for-Science (AI4Science) as a dynamic…

The rapid growth of scientific literature imposes significant challenges for researchers endeavoring to stay updated with the latest advancements in their fields and delve into new areas. We introduce OpenResearcher, an innovative platform…

Numerous studies have assessed the proficiency of AI systems, particularly large language models (LLMs), in facilitating everyday tasks such as email writing, question answering, and creative content generation. However, researchers face…

With the emergence of advanced reasoning models like OpenAI o3 and DeepSeek-R1, large language models (LLMs) have demonstrated remarkable reasoning capabilities. However, their ability to perform rigorous logical reasoning remains an open…

Artificial Intelligence · Computer Science 2025-02-14 Hanmeng Liu , Zhizhang Fu , Mengru Ding , Ruoxi Ning , Chaoli Zhang , Xiaozhang Liu , Yue Zhang

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
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