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Artificial Intelligence (AI) agents have rapidly evolved from specialized, rule-based programs to versatile, learning-driven autonomous systems capable of perception, reasoning, and action in complex environments. The explosion of data,…

In recent years, the study of artificial intelligence (AI) has undergone a paradigm shift. This has been propelled by the groundbreaking capabilities of generative models both in supervised and unsupervised learning scenarios. Generative AI…

Machine Learning · Computer Science 2024-05-21 Sandeep Singh Sengar , Affan Bin Hasan , Sanjay Kumar , Fiona Carroll

Experimental particle physics seeks to understand the universe by probing its fundamental particles and forces and exploring how they govern the large-scale processes that shape cosmic evolution. This whitepaper presents a vision for how…

High Energy Physics - Experiment · Physics 2026-02-20 Thea Klaeboe Aarrestad , Alaa Abdelhamid , Haider Abidi , Jahred Adelman , Jennifer Adelman-McCarthy , Shuchin Aeron , Garvita Agarwal , Usman Ali , Cristiano Alpigiani , Omar Alterkait , Mohamed Aly , Oz Amram , Saeed Ansari Fard , Aram Apyan , John Arrington , Marvin Ascencio-Sosa , Mohammad Atif , Aneesha Avasthi , Muhammad Bilal Azam , Bhim Bam , Joshua Barrow , Rainer Bartoldus , Amit Bashyal , Aashwin Basnet , Ayse Bat , Lothar A. T. Bauerdick , John Beacom , Chris Bee , Michael Begel , Matthew Bellis , Rene Bellwied , Rakitha Beminiwattha , Gabriele Benelli , Douglas Benjamin , Catrin Bernius , Binod Bhandari , Avinay Bhat , Meghna Bhattacharya , Saptaparna Bhattacharya , Prajita Bhattarai , Sudip Bhattarai , Wahid Bhimji , Jianming Bian , Burak Bilki , Mary Bishai , Kevin Black , Kenneth Bloom , Brian Bockelman , Johan Sebastian Bonilla Castro , Tulika Bose , Nilay Bostan , Othmane Bouhali , Dimitri Bourilkov , Dominic Brailsford , Gustaaf Brooijmans , Elizabeth Brost , Maria Brigida Brunetti , Quentin Buat , Brendon Bullard , Jackson Burzynski , Paolo Calafiura , Rodolfo Capdevilla , Fabian Andres Castaño Usuga , Raquel Castillo Fernandez , Fabio Catalano , Viviana Cavaliere , Flavio Cavanna , Giuseppe Cerati , Aidan Chambers , Maria Chamizo-Llatas , Philip Chang , Andrew Chappell , Arghya Chattopadhyay , Sergei Chekanov , Jian-ping Chen , Yi Chen , Zhengyang Chen , J. Taylor Childers , Hector Chinchay , Yuan-Tang Chou , Tasnuva Chowdhury , Neil Christensen , Wonyong Chung , Rafael Coelho Lopes de Sa , Simon Corrodi , Kyle Cranmer , Matteo Cremonesi , Roy Cruz , Mate Csanad , Mariarosaria D'Alfonso , Carlo Dallapiccola , Daine Danielson , Sridhara Dasu , Gavin Davies , Kaushik De , Patrick de Perio , Klaus Dehmelt , Marco Del Tutto , Carlos Ruben Dell'Aquila , Sarah Demers , Paolo Desiati , Bhesha Devkota , Sparshita Dey , Ranjan Dharmapalan , Karri Folan Di Petrillo , Markus Diefenthaler , Jeff Dillon , Zelimir Djurcic , Caterina Doglioni , Francois Drielsma , Edmond Dukes , Irene Dutta , Peter Elmer , Johannes Elmsheuser , Victor Daniel Elvira , Harold Evans , Peter Fackeldey , Cristiano Fanelli , Hao Fang , Mattia Fani , Muhammad Farooq , Matthew Feickert , Ian Fisk , Sam Foreman , Alexander Friedland , Nuwan Chaminda G. W. , Louis-Guillaume Gagnon , Massimiliano Galli , Abhijith Gandrakota , Sudeshna Ganguly , Arianna Garcia Caffaro , Rob Gardner , Rocky Bala Garg , Lino Gerlach , Aishik Ghosh , Romulus Godang , Julia Gonski , Loukas Gouskos , Richard Gran , Heather Gray , Andrei Gritsan , Gaia Grosso , Craig Group , Jiawei Guo , Shubham Gupta , Gajendra Gurung , Phillip Gutierrez , Oliver Gutsche , Tyler Hague , Joseph Haley , Eva Halkiadakis , Francis Halzen , Michael Hance , Philip Harris , Harry Hausner , Karsten Heeger , Lukas Heinrich , Alexander Held , Matthew Herndon , Ken Herner , Max Herrmann , David Hertzog , Christian Herwig , Aaron Higuera , Alexander Himmel , Timothy Hobbs , Stefan Hoeche , Tova Holmes , Tae Min Hong , Ben Hooberman , Walter Hopkins , Jessica N. Howard , Shih-Chieh Hsu , Fengping Hu , Patrick Huber , Dirk Hufnagel , Daniel Humphreys , Ia Iashvili , Joseph Incandela , Josh Isaacson , Wasikul Islam , Kirill Ivanov , Wooyoung Jang , Naomi Jarvis , Brij Kishor Jashal , Pratik Jawahar , Dulitha Jayakodige , Torri Jeske , Sergo Jindariani , Jay Hyun Jo , Bhishm Shankar Joshi , Xiangyang Ju , Andreas Jung , Thomas Junk , Michael Kagan , Daisy Kalra , Matthias Kaminski , Edward Karavakis , Stefan Katsarov , Stergios Kazakos , Paul King , Michael Kirby , Max Knobbe , Young Ju Ko , Dmitry Kondratyev , Rostislav Konoplich , Charis Koraka , Scott Kravitz , Lukas Kretschmann , Brandon Kriesten , Georgios K Krintiras , Iason Krommydas , Michelle Kuchera , Audrey Kvam , Martin Kwok , Theodota Lagouri , Sabine Lammers , Eric Lancon , Greg Landsberg , David Lange , Kevin Lannon , Joseph Lau , Luca Lavezzo , Benjamin Lawrence-Sanderson , Duc-Truyen Le , Matt LeBlanc , Sung-Won Lee , Trevin Lee , Charles Leggett , Kayla Leonard DeHolton , James Letts , Hao Li , Haoyang Li , Aklima Khanam Lima , Guilherme Lima , Mia Liu , Qibin Liu , Yinrui Liu , Zhen Liu , Shivani Lomte , Guillermo Loustau de Linares , Lu Lu , Pietro Lugato , Adam Lyon , Yang Ma , Christopher Madrid , Akhtar Mahmood , Kendall Mahn , Devin Mahon , Akshay Malige , Sudhir Malik , Abhishikth Mallampalli , Yurii Maravin , Ralph Marinaro , Pete Markowitz , Matthew Maroun , Kyla Martinez , Verena Ingrid Martinez Outschoorn , Sanjit Masanam , Mario Masciovecchio , Konstantin Matchev , Malek Mazouz , Simone Mazza , Thomas McCauley , Shawn McKee , Karim Mehrabi , Poonam Mehta , Andrew Melo , Mark Messier , Elias Mettner , Christopher Meyer , Jessie Micallef , Sophie Middleton , David W. Miller , Hamlet Mkrtchyan , Abdollah Mohammadi , Abhinav Mohan , Ajit Mohapatra , Farouk Mokhtar , Peter Monaghan , Claudio Silverio Montanari , Michael Mooney , Casey Morean , Eric Moreno , Alexander Moreno Briceño , Stephen Mrenna , Justin Mueller , Daniel Murnane , Benjamin Nachman , Emilio Nanni , Nitish Nayak , Miquel Nebot-Guinot , Orgho Neogi , Chris Neu , Mark Neubauer , Norbert Neumeister , Harvey Newman , Duong Nguyen , Gavin Niendorf , Paul Nilsson , Scarlet Norberg , Andrzej Novak , Sungbin Oh , Isabel Ojalvo , Olaiya Olokunboyo , Yasar Onel , Joseph Osborn , Ianna Osborne , Arantza Oyanguren , Nurcan Ozturk , Paul Padley , Simone Pagan Griso , Pritam Palit , Bishnu Pandey , Vishvas Pandey , Zisis Papandreou , Ganesh Parida , Ki Ryeong Park , Ajib Paudel , Manfred Paulini , Christoph Paus , Gregory Pawloski , Kevin Pedro , Gabriel Perdue , Troels Christian Petersen , Alexey Petrov , Deborah Pinna , Marc-André Pleier , Andrea Pocar , Prafull Purohit , Nived Puthumana Meleppattu , Mateusz Płoskoń , Sitian Qian , Xin Qian , Geting Qin , Aleena Rafique , Srini Rajagopalan , Dylan Rankin , Rebecca Rapp , Salvatore Rappoccio , Rohit Raut , Sagar Regmi , Benedikt Riedel , Andres Rios-Tascon , Stephen Roche , Jenna Roderick , Rimsky Rojas , Dmitry Romanov , Subhojit Roy , Rita Sadek , Dikshant Sagar , Nihar Ranjan Sahoo , Tai Sakuma , Juan Pablo Salas , Mayly Sanchez , Jay Sandesara , Alexander Savin , Ryan Schmitz , Kate Scholberg , Henry Schreiner , Reinhard Schwienhorst , Gabriella Sciolla , Saba Sehrish , Seon-Hee , Seo , Elizabeth Sexton-Kennedy , Oksana Shadura , Bijaya Sharma , Varun Sharma , Suyog Shrestha , Ryan Simeon , Jack Simoni , Siddharth Singh , Kim Siyeon , Louise Skinnari , Jinseop Song , Simone Sottocornola , Alexandre Sousa , Sairam Sri Vatsavai , Giordon Stark , Justin Stevens , Tyler Stokes , Nadja Strobbe , Indara Suarez , Manjukrishna Suresh , Andrew Sutton , Holly Szumila-Vance , Vardan Tadevosyan , Anyes Taffard , Buddhiman Tamang , Hirohisa Tanaka , Erdinch Tatar , Abdel Nasser Tawfik , Vikas Teotia , Kazuhiro Terao , Mitanshu Thakore , Jesse Thaler , Ameya Thete , Inar Timiryasov , Anthony Timmins , Andrew Toler , Dat Tran , Nhan Tran , Patrick Tsang , Ho Fung Tsoi , Vakho Tsulaia , Pham Tuan , Christopher Tully , Shengquan Tuo , Richard Tyson , Darren Upton , Hilary Utaegbulam , Zoya Vallari , Peter van Gemmeren , Vassil Vassilev , Nikhilesh Venkatasubramanian , Renzo Vizarreta , Emmanouil Vourliotis , Ilija Vukotic , Carl Vuosalo , Liv Våge , Tammy Walton , Linyan Wan , Biao Wang , Gensheng Wang , Michael Wang , Yuxuan Wang , Gordon Watts , Yingjie Wei , Derek Weitzel , Shawn Westerdale , Andrew White , Leigh Whitehead , Michael Wilking , Mike Williams , Stephane Willocq , Jeffery Winkler , Frank Winklmeier , Holger Witte , Peter Wittich , Douglas Wright , Yongcheng Wu , Yujun Wu , Wei Xie , Fang Xu , Barbara Yaeggy , Zhen Yan , Liang Yang , Wei Yang , Alejandro Yankelevich , Yiheng Ye , Oguzhan Yer , Efe Yigitbasi , Shin-Shan Yu , Jon Zarling , Chao Zhang , Licheng Zhang , Larry Zhao , Junjie Zhu , Jure Zupan

Artificial Expert Intelligence (AEI) seeks to transcend the limitations of both Artificial General Intelligence (AGI) and narrow AI by integrating domain-specific expertise with critical, precise reasoning capabilities akin to those of top…

Artificial Intelligence · Computer Science 2024-12-04 Shai Shalev-Shwartz , Amnon Shashua , Gal Beniamini , Yoav Levine , Or Sharir , Noam Wies , Ido Ben-Shaul , Tomer Nussbaum , Shir Granot Peled

Recent progress in artificial intelligence (AI) is unlocking transformative capabilities for mathematics. There is great hope that AI will help solve major open problems and autonomously discover new mathematical concepts. In this essay, we…

Artificial Intelligence · Computer Science 2026-04-08 Maissam Barkeshli , Michael R. Douglas , Michael H. Freedman

Optics is foundational to research in many areas of science and engineering, including nanophotonics, quantum information, materials science, biomedical imaging, and metrology. However, the design, assembly, and alignment of optical…

Deep neural networks ("deep learning") have emerged as a technology of choice to tackle problems in natural language processing, computer vision, speech recognition and gameplay, and in just a few years has led to superhuman level…

Computational Physics · Physics 2020-05-05 Rama K. Vasudevan , Maxim Ziatdinov , Lukas Vlcek , Sergei V. Kalinin

Earthquake forecasting remains a significant scientific challenge, with current methods falling short of achieving the performance necessary for meaningful societal benefits. Traditional models, primarily based on past seismicity and…

Geophysics · Physics 2025-02-19 Zhang Ying , Wen Congcong , Sornette Didier , Zhan Chengxiang

Tackling the most pressing problems for humanity, such as the climate crisis and the threat of global pandemics, requires accelerating the pace of scientific discovery. While science has traditionally relied on trial and error and even…

Machine Learning · Computer Science 2023-06-28 Moksh Jain , Tristan Deleu , Jason Hartford , Cheng-Hao Liu , Alex Hernandez-Garcia , Yoshua Bengio

Large language models (LLMs) are increasingly used in scientific research and discovery, supporting tasks ranging from literature retrieval and synthesis to hypothesis generation, autonomous experimentation, and research evaluation.…

Digital Libraries · Computer Science 2026-05-13 Haoxuan Zhang , Ruochi Li , Yang Zhang , Ting Xiao , Jiangping Chen , Junhua Ding , Haihua Chen

Analysing historical patterns of artificial intelligence (AI) adoption can inform decisions about AI capability uplift, but research to date has provided a limited view of AI adoption across various fields of research. In this study we…

Computers and Society · Computer Science 2023-06-16 Stefan Hajkowicz , Conrad Sanderson , Sarvnaz Karimi , Alexandra Bratanova , Claire Naughtin

Recent advances in agentic AI have enabled increasingly autonomous workflows, but existing systems still face substantial challenges in achieving reliable deployment in real-world scientific research. In this work, we present a safe,…

Artificial Intelligence · Computer Science 2026-04-16 Qibin Liu , Julia Gonski

One of the ambitions of artificial intelligence is to root artificial intelligence deeply in basic science while developing brain-inspired artificial intelligence platforms that will promote new scientific discoveries. The challenges are…

Artificial Intelligence · Computer Science 2020-09-15 Jingan Yang , Yang Peng

AI Epidemiology is a framework for governing and explaining advanced AI systems by applying population-level surveillance methods to AI outputs. The approach mirrors the way in which epidemiologists enable public health interventions…

Artificial Intelligence · Computer Science 2026-02-23 Kit Tempest-Walters

This position paper argues that achieving meaningful scientific and societal advances with artificial intelligence (AI) requires a responsible, application-driven approach (RAD) to AI research. As AI is increasingly integrated into society,…

Machine Learning · Computer Science 2025-08-20 Sarah Hartman , Cheng Soon Ong , Julia Powles , Petra Kuhnert

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

As Earth science enters the era of big data, artificial intelligence (AI) not only offers great potential for solving geoscience problems, but also plays a critical role in accelerating the understanding of the complex, interactive, and…

Computer Vision and Pattern Recognition · Computer Science 2024-05-08 Jin-Jian Xu , Hao Zhang , Chao-Sheng Tang , Lin Li , Bin Shi

Explainability has been an important goal since the early days of Artificial Intelligence. Several approaches for producing explanations have been developed. However, many of these approaches were tightly coupled with the capabilities of…

Artificial Intelligence · Computer Science 2020-03-20 Shruthi Chari , Daniel M. Gruen , Oshani Seneviratne , Deborah L. McGuinness

The rapid development of artificial intelligence (AI), marked by breakthroughs like 'AlphaEvolve' and 'Gemini Deep Think', is beginning to offer powerful new tools that have the potential to significantly alter the research practice in many…

History and Overview · Mathematics 2025-08-29 Jonas Henkel

Calls for new metrics, technical standards and governance mechanisms to guide the adoption of Artificial Intelligence (AI) in institutions and public administration are now commonplace. Yet, most research and policy efforts aimed at…

Computers and Society · Computer Science 2023-07-21 Vincent J. Straub , Deborah Morgan , Youmna Hashem , John Francis , Saba Esnaashari , Jonathan Bright