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Large language models (LLMs) are rapidly changing how researchers in materials science and chemistry discover, organize, and act on scientific knowledge. This paper analyzes a broad set of community-developed LLM applications in an effort…

Materials Science · Physics 2026-05-06 Aritra Roy , Kevin Shen , Andrew MacBride , Awwal Oladipupo , Mudassra Taskeen , Wojtek Treyde , Ruaa A. E. A. Abakar , Ahmad D. Abbas , Elsayed Abdelfatah , Abbas A. Abdullahi , Seham S. Abyah , Chahd Rahyl Adjmi , Fariha Agbere , Savyasanchi Aggarwal , Muhammad Ahmed , Tasnim Ahmed , Motasem Ajlouni , Mattias Akke , Hussein AlAdwan , Anwaar S. Alazani , Zahra A. Alharbi , Wajd A. Aljulyhi , Mohammed A. AlKubaish , Fatima A. Almahri , Sayed A. Almohri , David Obeh Alobo , Mohammed Alouni , Azizah S. Alqahtani , Omar Alsaigh , Husain Althagafi , Md. Aqib Aman , Lena Ara , Arifin , Ignacio Arretche , Abdulaziz Ashy , Syeda A. Asim , Amro Aswad , Adeel Atta , Sören Auer , Abdullah al Azmi , Toheeb Balogun , Suvo Banik , Viktoriia Baibakova , Shakira A. Baksh , Neus G. Bastús , Christina J. Bayard , Adib Bazgir , Louis Beal , Lejla Biberić , Wahid Billah , Ankita Biswas , Joshua Bocarsly , Montassar T. Bouzidi , Esma B. Boydas , Youssef Briki , Cailin Buchanan , Mauricio Cafiero , Damien Caliste , Yi Cao , Rafael E. Castañeda , Sruthy K. Chandy , Benjamin Charmes , Shayantan Chaudhuri , Yiming Chen , Alexander Chen , Jieneng Chen , Min-Hsueh Chiu , Defne Circi , Cinthya H. Contreras , Yoann Cure , Nathan Daelman , Roshini Dantuluri , Thomas Davy , William Dawson , Leonid Didukh , Rui Ding , Aminu R. Doguwa , Claudia Draxl , Sathya Edamadaka , Oulaya Elargab , Christina Ertural , Matthew L. Evans , Edvin Fako , Hossam Farag , Nur A. Fathurrahman , Merve Fedai , Rodrigo P. Ferreira , Giuseppe Fisicaro , Thomas Frank , Sasi K. Gaddipati , Abhijeet Gangan , Jennifer Garland , James Garrick , Luigi Genovese , Maryam Ghadrdran , Sandip Giri , Maxime Goulet , Jeremy Goumaz , Sara U. Gracia , Jacob Graham , Gabriel Graves , Kevin P. Greenman , Tim Greitemeier , Cameron Gruich , Sophie Gu , Salomé Guilbert , Hans Gundlach , Muriel F. Gusta , Mourad El Haddaoui , Alexander J. Haibel , Anubhab Haldar , Vehaan Handa , Hassan Harb , Nathan D. Harms , Abdullah Al Hasan , Abir Hassan , Qiyao He , Andrés Henao-Aristizábal , Bram Hoex , Sungil Hong , Alexander J. Horvath , Md. Shaib Hossain , Yanqi Huang , Yuqing Huang , Kostiantyn Hubaiev , Donald Intal , Katherine Inzani , Kevin Ishimwe , Tugba Isik , Gopal R. Iyer , Katharina Jager , Jan Janssen , Hyewon Jeong , Michael Jirasek , Tyler R. Josephson , Nisarg Joshi , Yassir Ben Kacem , Remya A. M. Kalapurakal , Rakesh R. Kamath , Sugan Kanagasenthinathan , Dohun Kang , Jason Kantorow , Kübra Kaygisiz , Murat Keceli , Farhana Keya , Muhammad U. Khan , Sartaaj Takrim Khan , Hyungjun Kim , Alexander Kister , Sascha Klawohn , Collin Kovacs , Pranav Krishnan , Maurycy Kryzanowski , Ritesh Kumar , Suman Kumari , Gourav Kumbhojkar , Ryo Kuroki , Shashank Kushwaha , Magdalena Lederbauer , Jaejun Lee , Seunghan Lee , Jeonghwan Lee , Bingcan Li , Calvin Li , Zhanzhao Li , Shi Li , Shicheng Li , Chengyan Liu , Hao Liu , Tung Yan Liu , Yutong Liu , Lucia Vina-Lopez , Chayaphol Lortaraparsert , Andre K. Y. Low , Saffron Luxford , Carlos Madariaga , Rishikesh Magar , Piyush R. Maharana , Rahul Mallela , Shoaib Mahmud , Natesan Mani , Umair Mansoor , Omar B. Mansour , Cassandra Masschelein , Kinga O. Mastej , Ankit Mathanker , Jeffrey Meng , Omran Mezghani , Yidong Ming , Rishav Mitra , Michail Mitsakis , Matthew Miyagishima , Ravikumar Mohan , Naveen R. Mohanraj , Trupti Mohanty , Bernadette Mohr , Francisco A. Molina-Bakhos , Jeremy Monat , Seyed Mohamad Moosavi , Shayan Mousavi , Arman Moussavi , Rubel Mozumber , Muhammad J. Mufti , Diyana Muhammed , Ram Munde , Mrigi Munjal , José A. Márquez , Shankha Nag , Giacomo Nagaro , Juno Nam , Jose M. Napoles-Duarte , Ry Nduma , Xuan-Vu Nguyen , Ebrahim Norouzi , Oluwatosin Ohiro , Ryotaro Okabe , Viejay Ordillo , Shuichiro Ozawa , Sebastian Pagel , Daniel Palmer , Angela Pan , Akash Pandey , Vivek Pandit , Prakul Pandit , Chiku Parida , Jaehee Park , Hyunsoo Park , Hemangi Patel , Shakul Pathak , Taradutt Pattnaik , Elena Patyukova , Noah Paulson , Deepak S. Pendyala , Erick S. Pepek , Martin H. Petersen , Thang D. Pham , Aniket Phutane , Sabila K. Pinky , Étienne Polack , Alison Polasik , Maria Politi , Tim Pongratz , Akhila Ponugoti , Fabio Priante , Thomas Michael Pruyn , Sai S. Puppala , Mohammad A. Qazi , Heike Quosdorf , Gollam Rabby , Mohammad J. Raei , Md. Habibur Rahman , A. B. M. Ashikur Rahman , Subhashree Rajasekaran , Tawfiqur Rakib , Hemanth N. Ramesh , Vrushali Ranadive , Karnamohit Ranka , Bojana Rankovic , Adwaith Ravichandran , Ilija Rašović , Sergei Rigin , Tatem Rios , Varun Rishi , Victor Naden Robinson , Lucas S. Rodrigues , Oswaldo Rodriguez , Mahule Roy , Diptendu Roy , Subhas Roy , Arokia Anto Royan M , Joseph F. Rudzinski , Muhammad Sabih , Subramanyam Sahoo , Srusti Bheem Sain , Thahira Saliya , Vignesh Sampath , Jesus Diaz Sanchez , Arthur S. S. Santos , Muliady Satria , Hasan M. Sayeed , Jörg Schaarschmidt , Philippe Schwaller , Nofit Segal , Abhishec Senthilvel , Sherjeel Shabih , Devanshu Shah , Faezeh Shahmoradi , Samiha Sharlin , Killian Sheriff , Qiuyu Shi , Abubakar D. Shuaibu , Ayesha Siddiqua , M. A. Shadab Siddiqui , Darian Smalley , Benjamin Smith , Taylor D. Sparks , Daniel T. Speckhard , Elena Stojanovska , Akshay Subramanian , Jiwon Sun , Yunkai Sun , Abdul W. Syed , Souvik Ta , Izumi Takahara , Kelly Tallau , Guannan Tang , Ans B. Tariq , Sui X. Tay , Nurlybek Temirbay , Surya P. Tiwari , Febin Tom , Tajah Trapier , Kasidet J. Trerayapiwat , Samanvya Tripathi , Hawra H. Tuhaifa , Mustafa Unal , Mohammad Uzair , Vallabh Vasudevan , Estefania Vazquez , Victor Venturi , Rahul Verma , Ashwini Verma , Alvaro Vazquez-Mayagoitia , Nicholas Wagner , Araki Wakiuchi , Hao Wan , Liaoyaqi Wang , Wolfgang Wenzel , Alexander Wieczorek , Sze H. Wong , Yue Wu , Tong Xie , Andrew Yi , Ziqi Yin , Jodie A. Yuwono , Nahed A. Zaid , Mohd Zaki , Shehtab Zaman , Maimuna U. Zarewa , Mahtab Zehtab , Baosen Zhang , Wenyu Zhang , Melody Zhang , Yangfan Zhang , Yuwen Zhang , Runze Zhang , Zongmin Zhang , Huanhuan Zhao , Yuanlong Bill Zheng , Ramzi Zidani , Xue Zong , Ian Foster , Ben Blaiszik

Objective: To (1) demonstrate the implementation of a data science platform built on open-source technology within a large, academic healthcare system and (2) describe two computational healthcare applications built on such a platform.…

The acceleration of materials discovery requires digital platforms that go beyond data repositories to embed learning, optimization, and decision-making directly into research workflows. We introduce DataScribe, an AI-native, cloud-based…

Machine Learning · Computer Science 2026-01-14 Divyanshu Singh , Doguhan Sarıtürk , Cameron Lea , Md Shafiqul Islam , Raymundo Arroyave , Vahid Attari

[Background] Hackathons are increasingly gaining prominence in Software Engineering (SE) education, lauded for their ability to elevate students' skill sets. [Objective] This paper investigates whether hackathons can impact the motivation…

Software Engineering · Computer Science 2024-02-09 Allysson Allex Araújo , Marcos Kalinowski , Maria Teresa Baldassarre

The search for meaningful structure in biological data has relied on cutting-edge advances in computational technology and data science methods. However, challenges arise as we push the limits of scale and complexity in biological problems.…

This study looks at water quality monitoring and management as a new form of community engagement. Through a series of a unique research method called `design hackathons', we engaged with a hyperlocal community of citizens who are actively…

Human-Computer Interaction · Computer Science 2022-11-01 Srishti Gupta , Chun-Hua Tsai , John M. Carroll

Materials discovery is a computationally intensive process that requires exploring vast chemical spaces to identify promising candidates with desirable properties. In this work, we propose using quantum-enhanced machine learning algorithms…

The capabilities of image probe experiments are rapidly expanding, providing new information about quantum materials on unprecedented length and time scales. Many such materials feature inhomogeneous electronic properties with intricate…

Strongly Correlated Electrons · Physics 2023-05-12 S. Basak , M. Alzate Banguero , L. Burzawa , F. Simmons , P. Salev , L. Aigouy , M. M. Qazilbash , I. K. Schuller , D. N. Basov , A. Zimmers , E. W. Carlson

Hackathons have emerged as dynamic platforms for fostering innovation, collaboration, and skill development in the technology sector. Structural differences across hackathon formats raise important questions about how event design can shape…

Human-Computer Interaction · Computer Science 2025-12-24 Sadia Nasrin Tisha , Md Nazmus Sakib , Sanorita Dey

This dissertation presents three years of research on how design processes in game jams and hackathons can be understood as accelerated. Hackathons and game jams can both be described as formats where participants engage in designing and…

Human-Computer Interaction · Computer Science 2022-05-12 Jeanette Falk

Hackathons are time-bound collaborative events that often target software creation. Although hackathons have been studied in the past, existing work focused on in-depth case studies limiting our understanding of hackathons as a software…

Software Engineering · Computer Science 2026-04-01 Sjoerd Halmans , Lavinia Paganini , Alexander Serebrenik , Alexander Nolte

Data-intensive science is increasingly reliant on real-time processing capabilities and machine learning workflows, in order to filter and analyze the extreme volumes of data being collected. This is especially true at the energy and…

Artificial Intelligence · Computer Science 2021-04-21 Chinmaya Mahesh , Kristin Dona , David W. Miller , Yuxin Chen

Experimental materials science is experiencing significant growth due to automated experimentation and AI techniques. Integrated autonomous platforms are emerging, combining generative models, robotics, simulations, and automated systems…

Software Engineering · Computer Science 2024-05-31 Amarnath Gupta , Shweta Purawat , Subhasis Dasgupta , Pratyush Karmakar , Elaine Chi , Ilkay Altintas

There is an increasing need in our society to achieve faster advances in Science to tackle urgent problems, such as climate changes, environmental hazards, sustainable energy systems, pandemics, among others. In certain domains like…

The increasing demands of sustainable energy, electronics, and biomedical applications call for next-generation functional materials with unprecedented properties. Of particular interest are emerging materials that display exceptional…

The complexity of condensed matter arises from emergent behaviors that cannot be understood by analyzing individual constituents in isolation. While traditional condensed-matter approaches-developed primarily for ideal crystalline…

Materials Science · Physics 2025-09-30 Elisabetta Nocerino

The ability to automatically discover interpretable mathematical models from data could forever change how we model soft matter systems. For convex discovery problems with a unique global minimum, model discovery is well-established. It…

Soft Condensed Matter · Physics 2024-04-11 Kevin Linka , Ellen Kuhl

From the pragmatic to the symbolic, textiles play a prominent role in some of the most demanding yet ubiquitous scenarios, such as covering the complex and dynamic geometries of the human body. Textiles are made by repeated manipulations of…

Soft Condensed Matter · Physics 2024-04-08 Lauren Dreier , Trevor J. Jones , Abigail Plummer , Andrej Košmrlj , P. -T. Brun

Constitutive models that describe the mechanical behavior of soft tissues have advanced greatly over the past few decades. These expert models are generalizable and require the calibration of a number of parameters to fit experimental data.…

Quantitative Methods · Quantitative Biology 2021-07-13 Vahidullah Tac , Vivek D. Sree , Manuel K. Rausch , Adrian B. Tepole

Deep learning has recently gained popularity in digital pathology due to its high prediction quality. However, the medical domain requires explanation and insight for a better understanding beyond standard quantitative performance…

Image and Video Processing · Electrical Eng. & Systems 2020-04-28 Miriam Hägele , Philipp Seegerer , Sebastian Lapuschkin , Michael Bockmayr , Wojciech Samek , Frederick Klauschen , Klaus-Robert Müller , Alexander Binder