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For a novice programmer, coding is equivalent to a nightmare. A novice programmer tries to replicate steps provided by the faculty and on compilation gets a number of errors which the novice programmer is not able to resolve. This system…

Computers and Society · Computer Science 2013-10-07 Aniket Bhawkar , Rohit Belsare , Fenil Gandhi , Pratiksha Somani

Integrating architectural elements with a modern programming language is essential to ensure a smooth combination of architectural design and programming. In this position statement, we motivate a combination of architectural description…

Software Engineering · Computer Science 2014-09-09 Arne Haber , Jan Oliver Ringert , Bernhard Rumpe

Software architecture knowledge transfer is essential for software development, but related documentation is often incomplete or ambiguous, making oral explanations a common means. Our broader aim is to explore how such explanations might…

Software Engineering · Computer Science 2025-09-03 Satrio Adi Rukmono , Filip Zamfirov , Lina Ochoa , Floris Pex , Michel Chaudron

We examine the difficulties that introductory physics students, undergraduate physics majors, and physics graduate students have with concepts related to conductors and insulators covered in introductory physics by giving written tests and…

Physics Education · Physics 2016-02-25 Joshua Bilak , Chandralekha Singh

In recent years, end-to-end Large Language Model (LLM) technology has shown substantial advantages across various domains. As critical system software and infrastructure, compilers are responsible for transforming source code into target…

Machine Learning · Computer Science 2025-11-07 Hongbin Zhang , Shihao Gao , Yang Liu , Mingjie Xing , Yanjun Wu , Chen Zhao

Conceptors provide an elementary neuro-computational mechanism which sheds a fresh and unifying light on a diversity of cognitive phenomena. A number of demanding learning and processing tasks can be solved with unprecedented ease,…

Neural and Evolutionary Computing · Computer Science 2014-06-11 Herbert Jaeger

interpreters are tools to compute approximations for behaviors of a program. These approximations can then be used for optimisation or for error detection. In this paper, we show how to describe an abstract interpreter using the type-theory…

Logic in Computer Science · Computer Science 2008-10-20 Yves Bertot

Deep neural networks (DNNs) have been ubiquitously applied in many applications, and accelerators are emerged as an enabler to support the fast and efficient inference tasks of these applications. However, to achieve high model coverage…

Machine Learning · Computer Science 2021-05-10 Zhi Chen , Cody Hao Yu , Trevor Morris , Jorn Tuyls , Yi-Hsiang Lai , Jared Roesch , Elliott Delaye , Vin Sharma , Yida Wang

Learning functional programming requires learning a substitution-based computational model. While substitution should be a familiar concept from high-school algebra, students often have difficulty applying it to new settings, such as…

Programming Languages · Computer Science 2025-08-06 Pedro Vasconcelos

This paper first provides an overview of the pedagogical role of formative assessment in the undergraduate engineering classroom. In the last decade, technology-facilitated implementation of the collection and analysis of student responses…

Physics Education · Physics 2015-06-25 Frank V. Kowalski , Susan E. Kowalski

Transformers play a central role in the inner workings of large language models. We develop a mathematical framework for analyzing Transformers based on their interpretation as interacting particle systems, which reveals that clusters…

Machine Learning · Computer Science 2025-08-22 Borjan Geshkovski , Cyril Letrouit , Yury Polyanskiy , Philippe Rigollet

This survey has provided a systematic overview of the emerging field of LLM-enabled compilation by addressing several key research questions. We first answered how LLMs are being integrated by proposing a comprehensive, multi-dimensional…

Programming Languages · Computer Science 2026-01-06 Shuoming Zhang , Jiacheng Zhao , Qiuchu Yu , Chunwei Xia , Zheng Wang , Xiaobing Feng , Huimin Cui

Context: Compilation time is an important factor in the adaptability of a software project. Fast recompilation enables cheap experimentation with changes to a project, as those changes can be tested quickly. Separate and incremental…

Programming Languages · Computer Science 2020-02-17 Jeff Smits , Gabriël D. P. Konat , Eelco Visser

System programming languages are typically compiled in a linear pipeline process, which is a completely opaque and isolated to end-users. This limits the possibilities of performing meta-programming in the same language and environment, and…

Programming Languages · Computer Science 2023-09-28 Ronie Salgado

A new approach to designing processor accelerators is presented. A new computing model and a special kind of accelerator with dynamic (end-user programmable) architecture is suggested. The new model considers a processor, in which a newly…

Distributed, Parallel, and Cluster Computing · Computer Science 2016-07-07 János Végh

Compiler optimization is crucial for enhancing program performance by transforming the sequence of optimization passes while maintaining correctness. Despite the promising potential of large language models (LLMs)-based agent for software…

Programming Languages · Computer Science 2025-10-15 Hongyu Lin , Haolin Pan , Haoran Luo , Yuchen Li , Kaichun Yao , Libo Zhang , Mingjie Xing , Yanjun Wu

Like many problems in AI in their general form, supervised learning is computationally intractable. We hypothesize that an important reason humans can learn highly complex and varied concepts, in spite of the computational difficulty, is…

Machine Learning · Computer Science 2019-03-18 Carl Trimbach , Michael Littman

Traditionally, compiler researchers either conduct experiments within an existing production compiler or develop their own prototype compiler; both options come with trade-offs. On one hand, prototyping in a production compiler can be…

Undergraduate programs in science and engineering include at least one course in basic programming, but seldom presented in a contextualized format, where computing is a tool for thinking and learning in the discipline. We have created a…

Computers and Society · Computer Science 2020-06-26 Lorena A. Barba

A transcompiler, also known as source-to-source translator, is a system that converts source code from a high-level programming language (such as C++ or Python) to another. Transcompilers are primarily used for interoperability, and to port…

Computation and Language · Computer Science 2020-09-23 Marie-Anne Lachaux , Baptiste Roziere , Lowik Chanussot , Guillaume Lample