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Conflict detection in policy languages is a solved problem -- as long as every rule condition is a crisp Boolean predicate. BDDs, SMT solvers, and NetKAT all exploit that assumption. But a growing class of routing and access-control systems…

Machine Learning · Computer Science 2026-03-20 Xunzhuo Liu , Hao Wu , Huamin Chen , Bowei He , Xue Liu

Building deployment-ready LLM agents requires complex orchestration of tools, data sources, and control flow logic, yet existing systems tightly couple agent logic to specific programming languages and deployment models. We present a…

Software Engineering · Computer Science 2025-12-24 Ivan Daunis

Agentic discovery has shown that LLM-driven search can find novel algorithms, designs, and code under benchmark conditions. Translating the paradigm to multi-system data backends surfaces a harder problem: the search space is heterogeneous,…

Artificial Intelligence · Computer Science 2026-05-27 Shanshan Ye , Duo Lu

Effective retrieval in complex domains requires bridging the gap between structured metadata and unstructured content. Existing systems typically isolate these capabilities, relying on either symbolic filtering or vector similarity, failing…

Information Retrieval · Computer Science 2026-03-24 Yunhai Hu , Junwei Zhou , Yumo Cao , Yitao Long , Yiwei Xu , Qiyi Jiang , Weiyao Wang , Xiaoyu Cao , Zhen Sun , Yiran Zou , Nan Du

The growing adoption of federated data spaces, such as in the GAIA-X and the International Data Spaces (IDS) initiative, promises secure and sovereign data sharing across organizational boundaries in Industry 4.0. In manufacturing…

The stakeholders involved in software development are becoming increasingly diverse, with both human contributors from varied backgrounds and AI-powered agents collaborating together in the process. This situation presents unique governance…

Software Engineering · Computer Science 2025-10-17 Adem Ait , Gwendal Jouneaux , Javier Luis Cánovas Izquierdo , Jordi Cabot

We define a domain-specific language (DSL) to inductively assemble flow networks from small networks or modules to produce arbitrarily large ones, with interchangeable functionally-equivalent parts. Our small networks or modules are "small"…

Programming Languages · Computer Science 2011-09-06 Azer Bestavros , Assaf Kfoury

Data-driven systems depend on task-relevant data, yet data collection pipelines remain passive and indiscriminate. Continuous logging of multimodal sensor streams incurs high storage costs and captures irrelevant data. This paper proposes a…

Databases · Computer Science 2026-04-16 Philipp Reis , Philipp Rigoll , Martin Zehetner , Jacqueline Henle , Stefan Otten , Eric Sax

We propose a hybrid architecture that integrates decision tree-based symbolic reasoning with the generative capabilities of large language models (LLMs) within a coordinated multi-agent framework. Unlike prior approaches that loosely couple…

Artificial Intelligence · Computer Science 2025-08-08 Andrew Kiruluta

We develop a declarative DSL - \cf - that can be used to specify Abstract Interpretation-based DNN certifiers. In \cf, programmers can easily define various existing and new abstract domains and transformers, all within just a few 10s of…

Programming Languages · Computer Science 2024-10-18 Avaljot Singh , Yasmin Sarita , Charith Mendis , Gagandeep Singh

A domain specific language (DSL) abstracts from implementation details and is aligned with the way domain experts reason about a software component. The development of DSLs is usually centered around a grammar and transformations that…

Software Engineering · Computer Science 2015-11-26 Sarmen Keshishzadeh , Arjan J. Mooij , Jozef Hooman

A formal definition of the semantics of a domain-specific language (DSL) is a key prerequisite for the verification of the correctness of models specified using such a DSL and of transformations applied to these models. For this reason, we…

Software Engineering · Computer Science 2011-07-06 Suzana Andova , Mark van den Brand , Luc Engelen

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

Empirical software engineering research often depends on datasets of code repository artifacts, where sampling strategies are employed to enable large-scale analyses. The design and evaluation of these strategies are critical, as they…

Software Engineering · Computer Science 2026-04-10 Romain Lefeuvre , Maïwenn Le Goasteller , Jessie Galasso , Benoit Combemale , Quentin Perez , Houari Sahraoui

A domain specific language (DSL) abstracts from implementation details and is aligned with the way domain experts reason about a software component. The development of DSLs is usually centered around a grammar and transformations that…

Software Engineering · Computer Science 2016-03-30 Sarmen Keshishzadeh , Arjan J. Mooij , Jozef Hooman

Over the past year, the vLLM Semantic Router project has released a series of work spanning: (1) core routing mechanisms -- signal-driven routing, context-length pool routing, router performance engineering, policy conflict detection,…

Machine Learning · Computer Science 2026-04-10 Huamin Chen , Xunzhuo Liu , Bowei He , Fuyuan Lyu , Yankai Chen , Xue Liu , Yuhan Liu , Junchen Jiang

Domain-specific languages raise the level of abstraction in software development. While it is evident that programmers can more easily reason about very high-level programs, the same holds for compilers only if the compiler has an accurate…

Programming Languages · Computer Science 2011-09-06 Tiark Rompf , Arvind K. Sujeeth , HyoukJoong Lee , Kevin J. Brown , Hassan Chafi , Martin Odersky , Kunle Olukotun

Domain Specific Languages (DSLs) increase programmer productivity and provide high performance. Their targeted abstractions allow scientists to express problems at a high level, providing rich details that optimizing compilers can exploit…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-03-10 George Bisbas , Anton Lydike , Emilien Bauer , Nick Brown , Mathieu Fehr , Lawrence Mitchell , Gabriel Rodriguez-Canal , Maurice Jamieson , Paul H. J. Kelly , Michel Steuwer , Tobias Grosser

In computational social science (CSS), researchers analyze documents to explain social and political phenomena. In most scenarios, CSS researchers first obtain labels for documents and then explain labels using interpretable regression…

Methodology · Statistics 2024-01-17 Naoki Egami , Musashi Hinck , Brandon M. Stewart , Hanying Wei

Data analysis is at the core of scientific studies, a prominent task that researchers and practitioners typically undertake by programming their own set of automated scripts. While there is no shortage of tools and languages available for…

Software Engineering · Computer Science 2019-04-23 Artur Andrzejak , Oliver Wenz , Diego Costa
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