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The conventional cloud-based large model learning framework is increasingly constrained by latency, cost, personalization, and privacy concerns. In this survey, we explore an emerging paradigm: collaborative learning between on-device small…

Machine Learning · Computer Science 2025-04-23 Chaoyue Niu , Yucheng Ding , Junhui Lu , Zhengxiang Huang , Hang Zeng , Yutong Dai , Xuezhen Tu , Chengfei Lv , Fan Wu , Guihai Chen

This work introduces a novel, modular, layered web based platform for managing machine learning experiments on grid-based High Performance Computing infrastructures. The coupling of the communication services offered by the grid, with an…

Distributed, Parallel, and Cluster Computing · Computer Science 2016-10-12 Chairi Kiourt , Dimitris Kalles

We introduce the concept of LabLinking: a technology-based interconnection of experimental laboratories across institutions, disciplines, cultures, languages, and time zones - in other words experiments without borders. In particular, we…

Human-Computer Interaction · Computer Science 2021-02-09 Tanja Schultz , Felix Putze , Thorsten Fehr , Moritz Meier , Celeste Mason , Florian Ahrens , Manfred Herrmann

Drug development is becoming more and more complex and resource-intensive. To reduce the costs and the time-to-market, the pharmaceutical industry employs cutting-edge automation solutions. Supportive robotics technologies, such as…

Robotics · Computer Science 2024-02-23 Brian Parkinson , Ádám Wolf , Péter Galambos , Károly Széll

Collaborative filtering is a rapidly advancing research area. Every year several new techniques are proposed and yet it is not clear which of the techniques work best and under what conditions. In this paper we conduct a study comparing…

Information Retrieval · Computer Science 2012-05-16 Joonseok Lee , Mingxuan Sun , Guy Lebanon

Developing artificial intelligence (AI) tools for healthcare is a collaborative effort, bringing data scientists, clinicians, patients and other disciplines together. In this paper, we explore the collaborative data practices of research…

Human-Computer Interaction · Computer Science 2024-01-17 Rafael Henkin , Elizabeth Remfry , Duncan J. Reynolds , Megan Clinch , Michael R. Barnes

Oftentimes, there is a need to experiment with different programming languages and technologies when designing software applications. Such experiments must be reproducible and share-able within a team workplace, and manual effort should be…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-05-05 Ayaz Hafiz , Kevin Jin

Encouraging student engagement is a key aim in any educational setting, and allowing students the freedom to pursue their own methods of solving problems through independent experimentation has been shown to markedly improve this. In many…

Physics Education · Physics 2024-02-06 Maclean Rouble , Matt Dobbs , Adam Gilbert

The paper examines the current trends in designing of systems for convenient and secure remote job submission to various computer resources, including supercomputers, computer clusters, cloud resources, data storages and databases, and grid…

Distributed, Parallel, and Cluster Computing · Computer Science 2016-04-01 Stanislav P. Polyakov , Andrey P. Demichev , Alexander P. Kryukov

A remote collaboration setup allows an expert to instruct a remotely located novice user to help them with a task. Advanced solutions exist in the field of remote guidance and telemanipulation, however, we lack a device that combines these…

Robotics · Computer Science 2020-10-23 Janis Stolzenwald , Walterio W. Mayol-Cuevas

In today's world, where moving forward hinges on innovation and working together, this article introduces a new global online platform that is all about sparking teamwork to come up with new ideas. This platform goes beyond borders and…

Human-Computer Interaction · Computer Science 2025-02-07 Hossein Jamali , Sergiu M. Dascalu , Frederick C. Harris

Increasing diversity in educational settings is challenging in part due to the lack of access to resources for non-traditional learners in remote communities. Post-pandemic platforms designed specifically for remote and hybrid learning --…

Computers and Society · Computer Science 2024-04-12 Derek Jacoby , Saiph Savage , Yvonne Coady

Workflow management systems allow the users to develop complex applications at a higher level, by orchestrating functional components without handling the implementation details. Although a wide range of workflow engines are developed in…

Distributed, Parallel, and Cluster Computing · Computer Science 2009-10-06 Alexandru Costan , Corina Stratan , Eliana-Dina Tirsa , Mugurel Ionut Andreica , Valentin Cristea

In this paper, we present a cyber-physical testbed created to enable a human-robot team to perform a shared task in a shared workspace. The testbed is suitable for the implementation of a tabletop manipulation task, a common human-robot…

Robotics · Computer Science 2019-06-03 Tuly Hazbar , Shitij Kumar , Ferat Sahin

Self-driving technology is expected to revolutionize different sectors and is seen as the natural evolution of road vehicles. In the last years, real-world validation of designed and virtually tested solutions is growing in importance since…

Robotics · Computer Science 2022-02-15 Stefano Arrigoni , Simone Mentasti , Federico Cheli , Matteo Matteucci , Francesco Braghin

With the real need of field exploration in large-scale and extreme outdoor environments, cooperative exploration tasks have garnered increasing attention. This paper presents a comprehensive review of multi-robot cooperative exploration…

Remote Controlled laboratories is a teaching and learning tool that increasingly becomes fundamental in the teaching and learning processes at all the levels. A study of available systems highlights a series of limitations on the used…

Computers and Society · Computer Science 2022-11-03 Pavel Kuriščák , Pedro Rossa , Horácio Fernandes , João Nuno Silva

Regardless of their industrial or research application, the streamlining of robot operations is limited by the proximity of experienced users to the actual hardware. Be it massive open online robotics courses, crowd-sourcing of robot task…

Increasing the level of automation in pharmaceutical laboratories and production facilities plays a crucial role in delivering medicine to patients. However, the particular requirements of this field make it challenging to adapt…

The enabling of scientific experiments that are embarrassingly parallel, long running and data-intensive into a cloud-based execution environment is a desirable, though complex undertaking for many researchers. The management of such…