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Next-generation IoT applications increasingly span across autonomous administrative entities, necessitating silo-cooperative scheduling to leverage diverse computational resources while preserving data privacy. However, realizing efficient…

Machine Learning · Computer Science 2026-03-17 Zhiyu Wang , Mohammad Goudarzi , Mingming Gong , Rajkumar Buyya

Distributed machine learning systems require strong privacy guarantees, verifiable compliance, and scalable deployment across heterogeneous and multi-cloud environments. This work introduces a cloud-native privacy-preserving architecture…

We introduce InternAgent-1.5, a unified system designed for end-to-end scientific discovery across computational and empirical domains. The system is built on a structured architecture composed of three coordinated subsystems for…

Rigorously testing autonomy systems is essential for making safe self-driving vehicles (SDV) a reality. It requires one to generate safety critical scenarios beyond what can be collected safely in the world, as many scenarios happen rarely…

Computer Vision and Pattern Recognition · Computer Science 2023-08-04 Ze Yang , Yun Chen , Jingkang Wang , Sivabalan Manivasagam , Wei-Chiu Ma , Anqi Joyce Yang , Raquel Urtasun

Unmanned aerial vehicle (UAV) research requires the integration of cutting-edge technology into existing autopilot frameworks. This process can be arduous, requiring extensive resources, time, and detailed knowledge of the existing system.…

Robotics · Computer Science 2026-03-09 Ian Reid , Joseph Ritchie , Jacob Moore , Brandon Sutherland , Gabe Snow , Phillip Tokumaru , Tim McLain

Recent advances in autonomous system simulation platforms have significantly enhanced the safe and scalable testing of driving policies. However, existing simulators do not yet fully meet the needs of future transportation…

Topological materials occupy a frontier in condensed-matter physics thanks to their remarkable electronic and quantum properties, yet their cross-scale design remains bottlenecked by inefficient discovery workflows. Here, we introduce…

Materials Science · Physics 2025-07-08 Baohua Zhang , Xin Li , Huangchao Xu , Zhong Jin , Quansheng Wu , Ce Li

This paper presents SYMBIOSIS, an AI-powered framework and platform designed to make Systems Thinking accessible for addressing societal challenges and unlock paths for leveraging systems thinking frameworks to improve AI systems. The…

Computers and Society · Computer Science 2025-03-11 Sameer Sethi , Donald Martin , Emmanuel Klu

LLM-powered multi-agent systems can now automate the full research pipeline from ideation to paper writing, but a fundamental question remains: automation for whom? Researchers operate under different resource configurations, hold different…

Artificial Intelligence · Computer Science 2026-05-18 Jinhang Xu , Qiyuan Zhu , Yujun Wu , Zirui Wang , Dongxu Zhang , Marcia Tian , Yiling Duan , Siyuan Li , Jingxuan Wei , Sirui Han , Yike Guo , Odin Zhang , Conghui He , Cheng Tan

Autonomous underwater robots are increasingly deployed for environmental monitoring, infrastructure inspection, subsea resource exploration, and long-horizon exploration. Yet, despite rapid advances in learning-based planning and control,…

Robotics · Computer Science 2026-03-10 Jingzehua Xu , Guanwen Xie , Jiwei Tang , Shuai Zhang , Xiaofan Li

Modern experiments with fundamental quantum systems - like ultracold atoms, trapped ions, single photons - are managed by a control system formed by a number of input/output electronic channels governed by a computer. In hybrid quantum…

Instrumentation and Detectors · Physics 2019-01-16 Elia Perego , Marco Pomponio , Amelia Detti , Lucia Duca , Carlo Sias , Claudio E. Calosso

Digital educational environments are expanding toward complex AI and human discourse, providing researchers with an abundance of data that offers deep insights into learning and instructional processes. However, traditional qualitative…

The AI for Experimental Controls project is developing an AI system to control and calibrate detector systems located at Jefferson Laboratory. Currently, calibrations are performed offline and require significant time and attention from…

Instrumentation and Detectors · Physics 2022-04-13 Torri Jeske , Diana McSpadden , Nikhil Kalra , Thomas Britton , Naomi Jarvis , David Lawrence

A composable infrastructure is defined as resources, such as compute, storage, accelerators and networking, that are shared in a pool and that can be grouped in various configurations to meet application requirements. This freedom to 'mix…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-03-22 Kauotar El Maghraoui , Lorraine M. Herger , Chekuri Choudary , Kim Tran , Todd Deshane , David Hanson

As autonomous driving technology continues to advance, end-to-end models have attracted considerable attention owing to their superior generalisation capability. Nevertheless, such learning-based systems entail numerous safety risks…

Robotics · Computer Science 2025-05-22 Hongrui Kou , Zhouhang Lyu , Ziyu Wang , Cheng Wang , Yuxin Zhang

Scientific progress in Earth science depends on integrating data across the planet's interconnected spheres. However, the accelerating volume and fragmentation of multi-sphere knowledge and data have surpassed human analytical capacity.…

Safe large-scale coordination of multiple cooperative connected autonomous vehicles (CAVs) hinges on communication that is both efficient and interpretable. Existing approaches either rely on transmitting high-bandwidth raw sensor data…

The diversity and quantity of data warehouses, gathering data from distributed devices such as mobile devices, can enhance the success and robustness of machine learning algorithms. Federated learning enables distributed participants to…

Machine Learning · Computer Science 2022-03-10 Shuo Wang , Surya Nepal , Kristen Moore , Marthie Grobler , Carsten Rudolph , Alsharif Abuadbba

As AI models scale to billions of parameters and operate with increasing autonomy, ensuring their safe, reliable operation demands engineering-grade security and assurance frameworks. This paper presents an enterprise-level, risk-aware,…

Cryptography and Security · Computer Science 2025-05-13 Krti Tallam

Agentic systems, in which diverse agents cooperate to tackle challenging problems, are exploding in popularity in the AI community. However, existing agentic frameworks take a relatively narrow view of agents, apply a centralized model, and…

Multiagent Systems · Computer Science 2026-01-30 Alok Kamatar , J. Gregory Pauloski , Yadu Babuji , Ryan Chard , Mansi Sakarvadia , Daniel Babnigg , Kyle Chard , Ian Foster
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