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Explainable artificial intelligence techniques are developed at breakneck speed, but suitable evaluation approaches lag behind. With explainers becoming increasingly complex and a lack of consensus on how to assess their utility, it is…

Human-Computer Interaction · Computer Science 2023-04-18 Edward Small , Yueqing Xuan , Danula Hettiachchi , Kacper Sokol

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

With Artificial Intelligence (AI) becoming ubiquitous in every application domain, the need for explanations is paramount to enhance transparency and trust among non-technical users. Despite the potential shown by Explainable AI (XAI) for…

Human-Computer Interaction · Computer Science 2024-02-05 Aditya Bhattacharya

We present a research mathematician's perspective on current developments around in K-12 mathematics. We share activities, and highlight the different ways in which students' reasoning can progress, such as amount of abstraction,…

History and Overview · Mathematics 2019-01-01 Dev P. Sinha

In March of 2021, the Santa Fe Institute hosted a workshop as part of its Foundations of Intelligence in Natural and Artificial Systems project. This project seeks to advance the field of artificial intelligence by promoting…

Artificial Intelligence · Computer Science 2021-05-06 Tyler Millhouse , Melanie Moses , Melanie Mitchell

These are the lecture notes that accompanied the course of the same name that I taught at the Eindhoven University of Technology from 2021 to 2023. The course is intended as an introduction to neural networks for mathematics students at the…

Machine Learning · Computer Science 2024-03-11 Bart M. N. Smets

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

This proceedings contains abstracts and position papers for the work to be presented at the fourth Logic and Practice of Programming (LPOP) Workshop. The workshop is to be held in Dallas, Texas, USA, and as a hybrid event, on October 13,…

Artificial Intelligence · Computer Science 2024-10-29 Anil Nerode , Yanhong A. Liu

We present pAI/MSc, an open-source, customizable, modular multi-agent system for academic research workflows. Our goal is not autonomous scientific ideation, nor fully automated research. It is narrower and more practical: to reduce by…

Artificial Intelligence · Computer Science 2026-04-23 Mahmoud Abdelmoneum , Pierfrancesco Beneventano , Tomaso Poggio

Intelligent assistants that follow commands or answer simple questions, such as Siri and Google search, are among the most economically important applications of AI. Future conversational AI assistants promise even greater capabilities and…

Artificial Intelligence · Computer Science 2020-08-28 Katya Kudashkina , Patrick M. Pilarski , Richard S. Sutton

Mathematical reasoning, a core aspect of human cognition, is vital across many domains, from educational problem-solving to scientific advancements. As artificial general intelligence (AGI) progresses, integrating large language models…

Computation and Language · Computer Science 2025-05-21 Yibo Yan , Jiamin Su , Jianxiang He , Fangteng Fu , Xu Zheng , Yuanhuiyi Lyu , Kun Wang , Shen Wang , Qingsong Wen , Xuming Hu

Generative artificial intelligence (AI) tools can now help people perform complex data science tasks regardless of their expertise. While these tools have great potential to help more people work with data, their end-to-end approach does…

Human-Computer Interaction · Computer Science 2026-03-27 Venkatesh Sivaraman , Patrick Vossler , Adam Perer , Julian Hong , Jean Feng

Computer-assisted language learning -- CALL -- is an established research field. We review how artificial intelligence can be applied to support language learning and teaching. The need for intelligent agents that assist language learners…

Computation and Language · Computer Science 2025-05-06 Anisia Katinskaia

Artificial Intelligence (AI) logic formalizes the reasoning of intelligent agents. In this paper, we discuss how an argumentation-based AI logic could be used also to formalize important aspects of social reasoning. Besides reasoning about…

Artificial Intelligence · Computer Science 2021-10-12 Huimin Dong , Réka Markovich , Leendert van der Torre

This is a set of lecture notes used in a graduate topic class in applied mathematics called ``Quantum Algorithms for Scientific Computation'' at the Department of Mathematics, UC Berkeley during the fall semester of 2021. These lecture…

Quantum Physics · Physics 2022-01-21 Lin Lin

This document contains the notes of a lecture I gave at the "Journ\'ees Nationales du Calcul Formel" (JNCF) on January 2017. The aim of the lecture was to discuss low-level algorithmics for p-adic numbers. It is divided into two main parts:…

Number Theory · Mathematics 2017-01-25 Xavier Caruso

Gradual argumentation is a field of symbolic AI which is attracting attention for its ability to support transparent and contestable AI systems. It is considered a useful tool in domains such as decision-making, recommendation, debate…

Artificial Intelligence · Computer Science 2026-05-15 Aniol Civit , Antonio Rago , Antonio Andriella , Guillem Alenyà , Francesca Toni

Background: Public speaking is a vital professional skill, yet it remains a source of significant anxiety for many individuals. Traditional training relies heavily on expert coaching, but recent advances in AI has led to novel types of…

Human-Computer Interaction · Computer Science 2025-07-14 Nesrine Fourati , Alisa Barkar , Marion Dragée , Liv Danthon-Lefebvre , Mathieu Chollet

We propose an ontology of building decision-making systems, with the aim of establishing Meta-Decision-Making for Artificial Intelligence (AI), improving autonomy, and creating a framework to build metrics and benchmarks upon. To this end,…

Artificial Intelligence · Computer Science 2022-10-04 Cosmin Badea , Leilani Gilpin

The increasing incorporation of Artificial Intelligence in the form of automated systems into decision-making procedures highlights not only the importance of decision theory for automated systems but also the need for these decision…

Artificial Intelligence · Computer Science 2018-08-23 Tarek R. Besold , Sara L. Uckelman