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Parallel Reinforcement Learning (RL) frameworks are essential for mapping RL workloads to multiple computational resources, allowing for faster generation of samples, estimation of values, and policy improvement. These computational…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-02-06 Jacky Kwok , Marten Lohstroh , Edward A. Lee

Functional reactive programming (FRP) is a declarative programming paradigm for implementing reactive programs at a high level of abstraction. It applies functional programming principles to construct and manipulate time-varying values,…

Programming Languages · Computer Science 2026-02-24 Patrick Bahr

Dataflow languages provide natural support for specifying constraints between objects in dynamic applications, where programs need to react efficiently to changes of their environment. Researchers have long investigated how to take…

Programming Languages · Computer Science 2011-04-13 Camil Demetrescu , Irene Finocchi , Andrea Ribichini

Functional reactive programming (FRP) is a paradigm for programming with signals and events, allowing the user to describe reactive programs on a high level of abstraction. For this to make sense, an FRP language must ensure that all…

Programming Languages · Computer Science 2019-06-12 Patrick Bahr , Christian Graulund , Rasmus Møgelberg

Over the past decade, a number of languages for functional reactive programming (FRP) have been suggested, which use modal types to ensure properties like causality, productivity and lack of space leaks. So far, almost all of these…

Programming Languages · Computer Science 2023-07-04 Patrick Bahr , Rasmus Ejlers Møgelberg

Code generation models based on large language models (LLMs) have gained wide adoption, but challenges remain in ensuring safety, accuracy, and controllability, especially for complex tasks. Existing methods often lack dynamic integration…

Software Engineering · Computer Science 2025-10-13 Aofan Liu , Haoxuan Li , Bin Wang , Ao Yang , Hui Li

A random recurrent neural network, called a reservoir, can be used to learn robot movements conditioned on context inputs that encode task goals. The Learning is achieved by mapping the random dynamics of the reservoir modulated by context…

Robotics · Computer Science 2024-11-19 Zahra Koulaeizadeh , Erhan Oztop

Reactive languages are dedicated to the programming of systems which interact continuously and concurrently with their environment. Values take the form of unbounded streams modeling the (discrete) passing of time or the sequence of…

Programming Languages · Computer Science 2023-11-29 Dumitru Potop Butucaru , Albert Cohen , Gordon Plotkin , Hugo Pompougnac

Actor frameworks and similar reactive programming techniques are widely used for building concurrent systems. They promise to be efficient and scale well to a large number of cores or nodes in a distributed system. However, they also expose…

Context: The term reactivity is popular in two areas of research: programming languages and distributed systems. On one hand, reactive programming is a paradigm which provides programmers with the means to declaratively write event-driven…

Programming Languages · Computer Science 2019-02-05 Florian Myter , Christophe Scholliers , Wolfgang De Meuter

Reactive systems are systems that maintain an ongoing interaction with their environment, activated by receiving input events from the environment and producing output events in response. Modern programming languages designed to program…

Programming Languages · Computer Science 2016-11-15 Riccardo Pucella

Behavior Trees (BTs) provide a lean set of control flow elements that are easily composable in a modular tree structure. They are well established for modeling the high-level behavior of non-player characters in computer games and recently…

The development of programming languages can be quite complicated and costly. Hence, much effort has been devoted to the modular definition of language features that can be reused in various combinations to define new languages and…

Programming Languages · Computer Science 2021-08-26 Birthe van den Berg , Tom Schrijvers , Casper Bach-Poulsen , Nicolas Wu

Event-driven automation of reactive functionalities for complex event processing is an urgent need in today's distributed service-oriented architectures and Web-based event-driven environments. An important problem to be addressed is how to…

Artificial Intelligence · Computer Science 2010-08-05 Adrian Paschke , Alexander Kozlenkov , Harold Boley

The requirements for OLTP database systems are becoming ever more demanding. Domains such as finance and computer games increasingly mandate that developers be able to encode complex application logic and control transaction latencies in…

Databases · Computer Science 2018-05-14 Vivek Shah , Marcos Antonio Vaz Salles

Context: Reactive programming (RP) is a declarative programming paradigm suitable for expressing the handling of events. It enables programmers to create applications that react automatically to changes over time. Whenever a time-varying…

Programming Languages · Computer Science 2024-03-05 Bjarno Oeyen , Joeri De Koster , Wolfgang De Meuter

Synchronous languages rely on formal methods to ease the development of applications in an efficient and reusable way. Formal methods have been advocated as a means of increasing the reliability of systems, especially those which are safety…

Programming Languages · Computer Science 2009-04-20 Annie Ressouche , Daniel Gaffé , Valérie Roy

As large language models have shown remarkable capabilities in conversing via natural language, the question arises as to how LLMs could potentially assist chemical engineers in research and industry with domain-specific tasks. We generate…

Programming Languages · Computer Science 2025-03-24 Sophia Rupprecht , Yassine Hounat , Monisha Kumar , Giacomo Lastrucci , Artur M. Schweidtmann

Discrete-event (DE) systems are concurrent programs where components communicate via tagged events, where tags are drawn from a totally ordered set. Reactors are an emerging model of computation based on DE and realized in the open-source…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-05-21 Peter Donovan , Erling Jellum , Byeonggil Jun , Hokeun Kim , Edward A. Lee , Shaokai Lin , Marten Lohstroh , Anirudh Rengarajan

We introduce a new programming language construct, Interactors, supporting the agent-oriented view that programming is a dialog between simple, self-contained, autonomous building blocks. We define Interactors as an abstraction of answer…

Programming Languages · Computer Science 2008-08-07 Paul Tarau
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