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Language-orientated programming promises to elevate programmer productivity through increased abstrac- tion capabilities. Structural programming environments provide apparatus to reduce the difficulties with syntax. The language workbench,…

Programming Languages · Computer Science 2014-03-18 Gavin Wood

Compilers, while essential, are notoriously complex systems that demand prohibitively expensive human expertise to develop and maintain. The recent advancements in Large Language Models (LLMs) offer a compelling new paradigm: Neural…

Artificial Intelligence · Computer Science 2025-11-05 Hainan Fang , Yuanbo Wen , Jun Bi , Yihan Wang , Tonghui He , Yanlin Tang , Di Huang , Jiaming Guo , Rui Zhang , Qi Guo , Yunji Chen

We present Pyrosome, a generic framework for modular language metatheory that embodies a novel approach to extensible semantics and compilation, implemented in Coq. Common techniques for semantic reasoning are often tied to the specific…

Programming Languages · Computer Science 2025-07-10 Dustin Jamner , Gabriel Kammer , Ritam Nag , Adam Chlipala

The advancement of large language models (LLMs) has significantly propelled the field of code generation. Previous work integrated reinforcement learning (RL) with compiler feedback for exploring the output space of LLMs to enhance code…

Modular design is a key challenge for enabling large-scale reuse of hardware modules. Unlike software, however, hardware designs correspond to physical circuits and inherit constraints from them. Timing constraints -- which cycle a signal…

Hardware Architecture · Computer Science 2023-04-24 Rachit Nigam , Pedro Henrique Azevedo De Amorim , Adrian Sampson

The augmented version of C programming language is presented. The language was completed with a series of low-level and high-level facilities to enlarge the language usage spectrum to various computing systems, operations, users. The…

Programming Languages · Computer Science 2022-12-22 Iosif Iulian Petrila

Superoptimization is the task of transforming a program into a faster one while preserving its input-output behavior. In this work, we investigate whether large language models (LLMs) can serve as superoptimizers, generating assembly…

Computation and Language · Computer Science 2026-02-02 Anjiang Wei , Tarun Suresh , Huanmi Tan , Yinglun Xu , Gagandeep Singh , Ke Wang , Alex Aiken

This paper concerns the development of metatheory for extensible languages. It uses as its starting point a view that programming languages tailored to specific application domains are to be constructed by composing components from an open…

Programming Languages · Computer Science 2023-12-25 Dawn Michaelson , Gopalan Nadathur , Eric Van Wyk

Parallel programming remains a daunting challenge, from the struggle to express a parallel algorithm without cluttering the underlying synchronous logic, to describing which devices to employ in a calculation, to correctness. Over the…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-08-10 Patrick Diehl , Steven R. Brandt , Hartmut Kaiser

Assembly code search is vital for reducing the burden on reverse engineers, allowing them to quickly identify specific functions using natural language within vast binary programs. Despite its significance, this critical task is impeded by…

Software Engineering · Computer Science 2024-08-14 Zeyu Gao , Hao Wang , Yuanda Wang , Chao Zhang

In this manuscript, we offer a gentle review of submodularity and supermodularity and their properties. We offer a plethora of submodular definitions; a full description of a number of example submodular functions and their generalizations;…

Machine Learning · Computer Science 2022-10-05 Jeff Bilmes

A desired but challenging property of compiler verification is compositionality, in the sense that the compilation correctness of a program can be deduced incrementally from that of its substructures ranging from statements, functions, and…

Programming Languages · Computer Science 2026-03-31 Zhang Cheng , Jiyang Wu , Di Wang , Qinxiang Cao

Reuse is a key technique for a more efficient development and ensures the quality of the results. In object technology explicit encapsulation, interfaces, and inheritance are well known principles for independent development that enable…

Software Engineering · Computer Science 2014-09-24 Holger Krahn , Bernhard Rumpe , Stefan Völkel

Many recent machine learning models show dynamic shape characteristics. However, existing AI compiler optimization systems suffer a lot from problems brought by dynamic shape models, including compilation overhead, memory usage,…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-11-24 Kai Zhu , Wenyi Zhao , Zhen Zheng , Tianyou Guo , Pengzhan Zhao , Feiwen Zhu , Junjie Bai , Jun Yang , Xiaoyong Liu , Lansong Diao , Wei Lin

In this paper we outline how a simple compiler can be completely specified using higher order rewriting in all stages: parsing, analysis/optimization, and code emission, specifically using the crsx.sf.net system for a small declarative…

Logic in Computer Science · Computer Science 2011-02-21 Kristoffer H. Rose

Compilers are complex, and significant effort has been expended on testing them. Techniques such as random program generation and differential testing have proved highly effective and have uncovered thousands of bugs in production…

Software Engineering · Computer Science 2025-01-03 Davide Italiano , Chris Cummins

Advances in CAD and CAM have enabled engineers and design teams to digitally design parts with unprecedented ease. Software solutions now come with a range of modules for optimizing designs for performance requirements, generating…

Computational Engineering, Finance, and Science · Computer Science 2024-09-06 Hongrui Chen , Aditya Joglekar , Zack Rubinstein , Bradley Schmerl , Gary Fedder , Jan de Nijs , David Garlan , Stephen Smith , Levent Burak Kara

Quantum computers promise to transform our notions of computation by offering a completely new paradigm. To achieve scalable quantum computation, optimizing compilers and a corresponding software design flow will be essential. We present a…

Programming Languages · Computer Science 2018-07-24 Thomas Häner , Damian S. Steiger , Krysta Svore , Matthias Troyer

C is the lingua franca of programming and almost any device can be programmed using C. However, programming mod-ern heterogeneous architectures such as multi-core CPUs and GPUs requires explicitly expressing parallelism as well as…

We introduce a novel paradigm in compiler optimization powered by Large Language Models with compiler feedback to optimize the code size of LLVM assembly. The model takes unoptimized LLVM IR as input and produces optimized IR, the best…

Programming Languages · Computer Science 2024-03-25 Dejan Grubisic , Chris Cummins , Volker Seeker , Hugh Leather
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