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We propose to adopt a declarative domain specific language for describing the physics algorithm of a high energy physics (HEP) analysis in a standard and unambiguous way decoupled from analysis software frameworks, and argue that this…

High Energy Physics - Phenomenology · Physics 2022-03-21 Harrison B. Prosper , Sezen Sekmen , Gokhan Unel

Graph algorithms are at the heart of several applications, and achieving high performance with them has become critical due to the tremendous growth of irregular data. However, irregular algorithms are quite challenging to parallelize…

Programming Languages · Computer Science 2019-03-06 Bikash Gogoi , Unnikrishnan Cheramangalath , Rupesh Nasre

The challenges associated with effectively programming FPGAs have been a major blocker in popularising reconfigurable architectures for HPC workloads. However new compiler technologies, such as MLIR, are providing new capabilities which…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-10-04 Gabriel Rodriguez-Canal , Nick Brown , Maurice Jamieson , Emilien Bauer , Anton Lydike , Tobias Grosser

PyPM is a Python-based domain specific language (DSL) for building rewrite-based optimization passes on machine learning computation graphs. Users define individual optimizations by writing (a) patterns that match subgraphs of a computation…

Programming Languages · Computer Science 2024-12-19 Joseph W. Cutler , Alex Collins , Bin Fan , Mahesh Ravishankar , Vinod Grover

Model-driven development is a pragmatic approach to software development that embraces domain-specific languages (DSLs), where models correspond to DSL programs. A distinguishing feature of model-driven development is that clients of a…

Software Engineering · Computer Science 2017-04-03 Sebastian Erdweg , Klaus Ostermann

Dataflow applications, such as machine learning algorithms, can run for days, making it desirable to have assurances that they will work correctly. Current tools are not good enough: too often the interactions between tasks are not…

Programming Languages · Computer Science 2021-11-25 Riley Evans , Samantha Frohlich , Meng Wang

In many application domains, domain-specific languages can allow domain experts to contribute to collaborative projects more correctly and efficiently. To do so, they must be able to understand program structure from reading existing source…

Programming Languages · Computer Science 2025-11-18 Philip Heltweg , Georg-Daniel Schwarz , Dirk Riehle

We introduce RLang, a domain-specific language (DSL) for communicating domain knowledge to an RL agent. Unlike existing RL DSLs that ground to \textit{single} elements of a decision-making formalism (e.g., the reward function or policy),…

Artificial Intelligence · Computer Science 2023-05-31 Rafael Rodriguez-Sanchez , Benjamin A. Spiegel , Jennifer Wang , Roma Patel , Stefanie Tellex , George Konidaris

Large Language Models (LLMs) have demonstrated remarkable proficiency in understanding and generating natural language. However, their capabilities wane in highly specialized domains underrepresented in the pretraining corpus, such as…

Machine Learning · Computer Science 2024-07-29 Junhong Shen , Neil Tenenholtz , James Brian Hall , David Alvarez-Melis , Nicolo Fusi

We present BEE, a compiler which enables to encode finite domain constraint problems to CNF. Using BEE both eases the encoding process for the user and also performs transformations to simplify constraints and optimize their encoding to…

Logic in Computer Science · Computer Science 2012-06-19 Amit Metodi , Michael Codish

BACKGROUND: Modern distributed systems replicate data across multiple execution sites. Business requirements and resource constraints often necessitate mixing different languages across replica sites. To facilitate the management of…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-12-02 Provakar Mondal , Eli Tilevich

Large Language Models (LLMs) exhibit a unique phenomenon known as emergent abilities, demonstrating adeptness across numerous tasks, from text summarization to code generation. While these abilities open up novel avenues in software design…

Programming Languages · Computer Science 2023-12-29 Katsumi Okuda , Saman Amarasinghe

Domain Large Language Models (LLMs) are developed for domain-specific tasks based on general LLMs. But it still requires professional knowledge to facilitate the expertise for some domain-specific tasks. In this paper, we investigate into…

Computation and Language · Computer Science 2024-12-13 Chengyuan Liu , Shihang Wang , Lizhi Qing , Jun Lin , Ji Zhang , Fei Wu , Kun Kuang

Compilers for general-purpose languages have been shown to be at a disadvantage when it comes to specialized application domains as opposed to their Domain-Specific Language (DSL) counterparts. However, the field of DSL compilers features…

Programming Languages · Computer Science 2026-04-28 Karl F. A. Friebel , Jascha A. Ohlmann , Jeronimo Castrillon

Context: Embedded Domain-Specific Languages (EDSLs) are a common and widely used approach to DSLs in various languages, including Haskell and Scala. There are two main implementation techniques for EDSLs: shallow embeddings and deep…

Programming Languages · Computer Science 2019-02-05 Weixin Zhang , Bruno Oliveira

Large language models (LLMs) perform strongly on general-purpose code generation, yet their applicability to enterprise domain-specific languages (DSLs) remains underexplored, especially for repository-scale change generation spanning…

Software Engineering · Computer Science 2026-04-28 Sivajeet Chand , Kevin Nguyen , Peter Kuntz , Alexander Pretschner

We present a CLP(FD)-based constraint solver able to deal with unbounded domains. It is based on constraint propagation, resorting to enumeration if all other methods fail. An important aspect is detecting when enumeration was complete and…

Programming Languages · Computer Science 2017-01-04 Sebastian Krings , Michael Leuschel

Large Language Models (LLMs) have demonstrated remarkable ability in long-horizon Task and Motion Planning (TAMP) by translating clear and straightforward natural language problems into formal specifications such as the Planning Domain…

Robotics · Computer Science 2024-10-30 Weihang Guo , Zachary Kingston , Lydia E. Kavraki

User-defined syntax extensions are useful to implement an embedded domain specific language (EDSL) with good code-readability. They allow EDSL authors to define domain-natural notation, which is often different from the host language…

Programming Languages · Computer Science 2017-04-03 Kazuhiro Ichikawa , Shigeru Chiba

At the workshop on Trends in Functional Programming in Education (TFPIE) in 2015 Ionescu and Jansson presented the approach underlying the "Domain Specific Languages of Mathematics" (DSLsofMath) course even before the first course instance.…

Programming Languages · Computer Science 2019-08-06 Patrik Jansson , Sólrún Halla Einarsdóttir , Cezar Ionescu