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Related papers: SIAM 2020

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"I am an industrial mathematician." When asked to identify my profession or academic field of study, this is the most concise answer I can provide. However, this seemingly straightforward statement is commonly greeted by a blank stare or an…

History and Overview · Mathematics 2015-09-11 John M. Stockie

This paper undertakes a systematic review of relevant extant literature to consider the potential societal implications of the growth of AI in manufacturing. We analyze the extensive range of AI applications in this domain, such as…

Computers and Society · Computer Science 2023-08-07 John P. Nelson , Justin B. Biddle , Philip Shapira

Recently there has been an ever-increasing trend in the use of machine learning (ML) and artificial intelligence (AI) methods by the materials science, condensed matter physics, and chemistry communities. This perspective article identifies…

Materials Science · Physics 2020-03-20 Brian DeCost , Jason Hattrick-Simpers , Zachary Trautt , Aaron Kusne , Eva Campo , Martin Green

We present and discuss a curated selection of recent literature related to the application of quantitative techniques, tools, and topics from mathematics and data science that have been used to analyze the mathematical sciences community.…

This note is a survey of Analysis on Metric spaces, in connection with the upcoming AMS Mathematics Research Communities program in June 2020.

Complex Variables · Mathematics 2023-12-12 Mario Bonk , Luca Capogna , Piotr Hajłasz , Nageswari Shanmugalingam , Jeremy T. Tyson

This community paper developed out of the NSF Workshop on the Future of Artificial Intelligence (AI) and the Mathematical and Physics Sciences (MPS), which was held in March 2025 with the goal of understanding how the MPS domains…

Artificial Intelligence · Computer Science 2026-03-17 Andrew Ferguson , Marisa LaFleur , Lars Ruthotto , Jesse Thaler , Yuan-Sen Ting , Pratyush Tiwary , Soledad Villar , E. Paulo Alves , Jeremy Avigad , Simon Billinge , Camille Bilodeau , Keith Brown , Emmanuel Candes , Arghya Chattopadhyay , Bingqing Cheng , Jonathan Clausen , Connor Coley , Andrew Connolly , Fred Daum , Sijia Dong , Chrisy Xiyu Du , Cora Dvorkin , Cristiano Fanelli , Eric B. Ford , Luis Manuel Frutos , Nicolás García Trillos , Cecilia Garraffo , Robert Ghrist , Rafael Gomez-Bombarelli , Gianluca Guadagni , Sreelekha Guggilam , Sergei Gukov , Juan B. Gutiérrez , Salman Habib , Johannes Hachmann , Boris Hanin , Philip Harris , Murray Holland , Elizabeth Holm , Hsin-Yuan Huang , Shih-Chieh Hsu , Nick Jackson , Olexandr Isayev , Heng Ji , Aggelos Katsaggelos , Jeremy Kepner , Yannis Kevrekidis , Michelle Kuchera , J. Nathan Kutz , Branislava Lalic , Ann Lee , Matt LeBlanc , Josiah Lim , Rebecca Lindsey , Yongmin Liu , Peter Y. Lu , Sudhir Malik , Vuk Mandic , Vidya Manian , Emeka P. Mazi , Pankaj Mehta , Peter Melchior , Brice Ménard , Jennifer Ngadiuba , Stella Offner , Elsa Olivetti , Shyue Ping Ong , Christopher Rackauckas , Philippe Rigollet , Chad Risko , Philip Romero , Grant Rotskoff , Brett Savoie , Uros Seljak , David Shih , Gary Shiu , Dima Shlyakhtenko , Eva Silverstein , Taylor Sparks , Thomas Strohmer , Christopher Stubbs , Stephen Thomas , Suriyanarayanan Vaikuntanathan , Rene Vidal , Francisco Villaescusa-Navarro , Gregory Voth , Benjamin Wandelt , Rachel Ward , Melanie Weber , Risa Wechsler , Stephen Whitelam , Olaf Wiest , Mike Williams , Zhuoran Yang , Yaroslava G. Yingling , Bin Yu , Shuwen Yue , Ann Zabludoff , Huimin Zhao , Tong Zhang

We present an overview of how certain computational tools currently interact with mathematical practice, and reflect on the implications for research mathematics in the short to medium term, as the field navigates the emerging age of AI and…

History and Overview · Mathematics 2025-10-21 Alex Kontorovich

Recent developments show that AI can prove research-level theorems in mathematics, both formally and informally. This essay urges mathematicians to stay up-to-date with the technology, to consider the ways it will disrupt mathematical…

History and Overview · Mathematics 2026-04-07 Jeremy Avigad

This paper is to build a primitive framework for a new possible extended system of real mathematical analysis - the Isomorphic Mathematical Analysis System (IMAS). It is based on some new concepts: e.g. isomorphic frame,…

General Mathematics · Mathematics 2024-01-30 Yuan Liu

Applied machine learning (ML) has rapidly spread throughout the physical sciences; in fact, ML-based data analysis and experimental decision-making has become commonplace. We suggest a shift in the conversation from proving that ML can be…

Materials Science · Physics 2021-12-21 Naohiro Fujinuma , Brian L. DeCost , Jason Hattrick-Simpers , Samuel E. Lofland

The future of bioimage analysis is increasingly defined by the development and use of tools that rely on deep learning and artificial intelligence (AI). For this trend to continue in a way most useful for stimulating scientific progress, it…

Other Quantitative Biology · Quantitative Biology 2023-08-31 Damian Edward Dalle Nogare , Matthew Hartley , Joran Deschamps , Jan Ellenberg , Florian Jug

Mathematics has become inescapable in modern, digitized societies: there is hardly any area of life left that isn't affected by it, and we as mathematicians play a central role in this. Our actions affect what others, in particular our…

History and Overview · Mathematics 2024-07-18 Maurice Chiodo , Dennis Müller

Artificial intelligence is transforming mathematics at a speed and scale that demand active engagement from the mathematical community. We examine five areas where this transformation is particularly pressing: values, practice, teaching,…

History and Overview · Mathematics 2026-05-11 Johan Commelin , Mateja Jamnik , Rodrigo Ochigame , Lenny Taelman , Akshay Venkatesh

These informal notes are based on the author's lecture at the National Academies of Science, Engineering, and Mathematics workshop on "AI to Assist Mathematical Reasoning" in June 2023. The goal is to think through a path by which we might…

History and Overview · Mathematics 2023-10-05 Alex Kontorovich

Software engineering conferences bring together thousands of academicians and software practitioners so that academic research and professional practices can influence each other. In essence, a symbiotic relationship exists between the…

Software Engineering · Computer Science 2026-04-21 Mohammad Masudur Rahman , Mehil B. Shah

This chapter provides an overview of the different Artificial Intelligence (AI) systems that are being used in contemporary digital tools for Mathematics Education (ME). It is aimed at researchers in AI and Machine Learning (ML), for whom…

Computers and Society · Computer Science 2021-10-22 Steven Van Vaerenbergh , Adrián Pérez-Suay

Decades of research in artificial intelligence (AI) have produced formidable technologies that are providing immense benefit to industry, government, and society. AI systems can now translate across multiple languages, identify objects in…

Computers and Society · Computer Science 2019-08-08 Yolanda Gil , Bart Selman

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

The work is devoted to the construction of a new interval arithmetic which would combine algorithmic efficiency and high quality estimation of the ranges of expressions.

Numerical Analysis · Mathematics 2022-04-21 Dmitry A. Skorik

An information service for mathematical software is presented. Publications and software are two closely connected facets of mathematical knowledge. This relation can be used to identify mathematical software and find relevant information…

Digital Libraries · Computer Science 2016-08-11 Sebastian Bönisch , Michael Brickenstein , Hagen Chrapary , Gert-Martin Greuel , Wolfram Sperber
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