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The rapid advancement of Large Language Models (LLMs) has opened new possibilities in Multi-Robot Systems (MRS), enabling enhanced communication, task allocation and planning, and human-robot interaction. Unlike traditional single-robot and…

Robotics · Computer Science 2026-05-05 Peihan Li , Zijian An , Shams Abrar , Lifeng Zhou

A domain specific language (DSL), named MotePy is presented. The DSL offers a high level syntax with low overheads for ML/data processing in time constrained or memory constrained systems. The DSL-to-C compiler has a novel static memory…

Programming Languages · Computer Science 2020-11-13 Jayaraj Poroor

Writing a platform for reactive applications which enforces operational constraints is difficult, and has been approached in various ways. In this experience report, we detail an approach using an embedded DSL which can be used to specify…

Software Engineering · Computer Science 2015-04-09 Paul van der Walt

Interpreting mathematical expressions at runtime is a standard task in scientific software engineering. There are different approaches to this problem from creating an embedded domain-specific language (eDSL) with its own parser and…

Software Engineering · Computer Science 2021-02-23 Iaroslav Postovalov

Systems engineering, in particular in the automotive domain, needs to cope with the massively increasing numbers of requirements that arise during the development process. To guarantee a high product quality and make sure that functional…

Software Engineering · Computer Science 2022-11-17 Vincent Bertram , Miriam Boß , Evgeny Kusmenko , Imke Helene Nachmann , Bernhard Rumpe , Danilo Trotta , Louis Wachtmeister

In some high-precision industrial applications, robots are deployed to perform precision assembly tasks on mass batches of manufactured pegs and holes. If the peg and hole are designed with transition fit, machining errors may lead to…

Robotics · Computer Science 2026-03-11 Bin Wang , Jiwen Zhang , Song Wang , Dan Wu

Using Large Language Models (LLMs) to produce robot programs from natural language has allowed for robot systems that can complete a higher diversity of tasks. However, LLM-generated programs may be faulty, either due to ambiguity in…

Robotics · Computer Science 2024-10-25 Claire Schlesinger , Arjun Guha , Joydeep Biswas

While robots can learn models to solve many manipulation tasks from raw visual input, they cannot usually use these models to solve new problems. On the other hand, symbolic planning methods such as STRIPS have long been able to solve new…

Robotics · Computer Science 2020-03-10 Kei Kase , Chris Paxton , Hammad Mazhar , Tetsuya Ogata , Dieter Fox

Model-driven engineering (MDE) provides abstraction and analytical rigour, but industrial adoption in many domains has been limited by the cost of developing and maintaining models. Large language models (LLMs) can help shift this cost…

Software Engineering · Computer Science 2026-01-06 Negin Ayoughi , David Dewar , Shiva Nejati , Mehrdad Sabetzadeh

The Robot Operating System (ROS) is a popular framework and ecosystem that allows developers to build robot software systems from reusable, off-the-shelf components. Systems are often built by customizing and connecting components via…

Software Engineering · Computer Science 2024-07-30 Paulo Canelas , Bradley Schmerl , Alcides Fonseca , Christopher S. Timperley

Softmax Loss (SL) is being increasingly adopted for recommender systems (RS) as it has demonstrated better performance, robustness and fairness. Yet in implicit-feedback, a single global temperature and equal treatment of uniformly sampled…

Machine Learning · Computer Science 2026-02-10 Bucher Sahyouni , Matthew Vowels , Liqun Chen , Simon Hadfield

External or internal domain-specific languages (DSLs) or (fluent) APIs? Whoever you are -- a developer or a user of a DSL -- you usually have to choose your side; you should not! What about metamorphic DSLs that change their shape according…

Programming Languages · Computer Science 2014-04-29 Mathieu Acher , Benoit Combemale , Philippe Collet

Many applications today use large language models for code generation; however, production systems have strict latency requirements that can be difficult to meet with large models. Small language models with a few billion parameters are…

Machine Learning · Computer Science 2026-04-14 Renjini R. Nair , Damian K. Kowalczyk , Marco Gaudesi , Chhaya Methani

The new SysMLv2 adds mechanisms for the built-in specification of domain-specific concepts and language extensions. This feature promises to facilitate the creation of Domain-Specific Languages (DSLs) and interfacing with existing system…

Smart system applications (SSAs) built on top of cyber-physical and socio-technical systems are increasingly composed of components that can work both autonomously and by cooperating with each other. Cooperating robots, fleets of cars and…

Machine Learning · Computer Science 2021-05-03 Tomáš Bureš , Ilias Gerostathopoulos , Petr Hnětynka , Jan Pacovský

Active fault tolerance is essential for robot swarms to retain long-term autonomy. Previous work on swarm fault tolerance focuses on reacting to electro-mechanical faults that are spontaneously injected into robot sensors and actuators.…

Robotics · Computer Science 2024-10-28 James O'Keeffe , Alan Gregory Millard

Quality requirements typically differ among software features, e.g., due to different usage contexts of the features, different impacts of related quality deficiencies onto overall user satisfaction, or long-term plans of the developing…

Software Engineering · Computer Science 2022-03-08 Philipp Haindl , Reinhold Plösch

The specification and validation of robotics applications require bridging the gap between formulating requirements and systematic testing. This often involves manual and error-prone tasks that become more complex as requirements, design,…

Robotics · Computer Science 2025-07-08 Minh Nguyen , Sebastian Wrede , Nico Hochgeschwender

In this paper, we present domain-specific languages (DSLs) that we devised for their use in the implementation of a finite domain constraint programming system, available as library(clpfd) in SWI-Prolog and YAP-Prolog. These DSLs are used…

Artificial Intelligence · Computer Science 2011-08-31 Markus Triska

Large language models (LLMs) are changing the way researchers interact with code and data in scientific computing. While their ability to generate general-purpose code is well established, their effectiveness in producing scientifically…

Software Engineering · Computer Science 2026-05-25 Ethan Holbrook , Juan C. Verduzco , Alejandro Strachan