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Programming is a powerful and ubiquitous problem-solving tool. Developing systems that can assist programmers or even generate programs independently could make programming more productive and accessible, yet so far incorporating…

No methods currently exist for making arbitrary neural networks fair. In this work we introduce GRAD, a new and simplified method to producing fair neural networks that can be used for auto-encoding fair representations or directly with…

机器学习 · 统计学 2018-07-03 Edward Raff , Jared Sylvester

Post-Training Multimodal Large Language Models (MLLMs) to build interactive agents holds promise across domains such as computer-use, web navigation, and robotics. A key challenge in scaling such post-training is lack of high-quality…

Knowing the precise format of a program's input is a necessary prerequisite for systematic testing. Given a program and a small set of sample inputs, we (1) track the data flow of inputs to aggregate input fragments that share the same data…

编程语言 · 计算机科学 2017-08-30 Matthias Höschele , Alexander Kampmann , Andreas Zeller

Automated Program Repair (APR) is an emerging research field. Many APR techniques, for different programming language and platforms, have been proposed and evaluated on several Benchmarks. However, for our best knowledge, there not exists a…

软件工程 · 计算机科学 2018-10-15 Larissa Azevedo , Altino Dantas , Celso G. Camilo-Junior

Autonomous AI coding agents are becoming a core tool for ML practitioners in industry and research alike. Despite this growing adoption, no standardized benchmark exists to evaluate their ability to design, implement, and train models from…

机器学习 · 计算机科学 2026-05-20 Robin-Nico Kampa , Fabian Deuser , Anna Bößendörfer , Konrad Habel , Norbert Oswald

In recent times a number of platforms are using badge-based achievements or leaderboards to increase user involvement and participation. Due to recent advancements, there is a question of up to what extent virtual achievement systems have…

人机交互 · 计算机科学 2024-09-11 Venkata Sai Bhargav Bathini , Lokesh Meesala , Ahamad Shaik , Hrushyang Adloori

Introductory hands-on courses such as our smartphone-based coding course, SuaCode require a lot of support for students to accomplish learning goals. Online environments make it even more difficult to get assistance especially more recently…

计算与语言 · 计算机科学 2021-06-15 George Boateng

Artistic image assessment has become a prominent research area in computer vision. In recent years, the field has witnessed a proliferation of datasets and methods designed to evaluate the aesthetic quality of paintings. However, most…

计算机视觉与模式识别 · 计算机科学 2025-07-30 Shiqi Jiang , Xinpeng Li , Xi Mao , Changbo Wang , Chenhui Li

We present the design, implementation, and comprehensive evaluation of a specialized course on GPU architecture, GPU programming, and how these are used for developing AI agents. This course is offered to undergraduate and graduate students…

分布式、并行与集群计算 · 计算机科学 2025-09-18 Sriram Srinivasan , Hamdan Alabsi , Rand Obeidat , Nithisha Ponnala , Azene Zenebe

Generative Artificial Intelligence (AI) has enabled the development of sophisticated models that are capable of producing high-caliber text, images, and other outputs through the utilization of large pre-trained models. Nevertheless,…

计算与语言 · 计算机科学 2023-02-14 Jinlan Fu , See-Kiong Ng , Zhengbao Jiang , Pengfei Liu

In multi-task learning (MTL), gradient conflict poses a significant challenge. Effective methods for addressing this problem, including PCGrad, CAGrad, and GradNorm, in their original implementations are computationally demanding, which…

机器学习 · 计算机科学 2026-04-03 Evgeny Alves Limarenko , Anastasiia Studenikina , Svetlana Illarionova , Maxim Sharaev

In the contemporary landscape of computing education, the ubiquity of Generative Artificial Intelligence has significantly disrupted traditional assessment methods, rendering them obsolete and prompting educators to seek innovative…

人机交互 · 计算机科学 2024-01-10 Stephen MacNeil , Scott Spurlock , Ian Applebaum

Scene Graph Generation is a critical enabler of environmental comprehension for autonomous robotic systems. Most of existing methods, however, are often thwarted by the intricate dynamics of background complexity, which limits their ability…

计算机视觉与模式识别 · 计算机科学 2023-09-18 Xukun Zhou , Zhenbo Song , Jun He , Hongyan Liu , Zhaoxin Fan

Automatic short answer grading (ASAG) techniques are designed to automatically assess short answers to questions in natural language, having a length of a few words to a few sentences. Supervised ASAG techniques have been demonstrated to be…

计算与语言 · 计算机科学 2016-11-22 Shourya Roy , Himanshu S. Bhatt , Y. Narahari

We continuously interact with computerized systems to achieve goals and perform tasks in our personal and professional lives. Therefore, the ability to program such systems is a skill needed by everyone. Consequently, computational thinking…

While Large Language Models (LLMs) have demonstrated remarkable capabilities in code generation, they often produce solutions that lack guarantees of correctness, robustness, and efficiency. This limitation is particularly acute in domains…

软件工程 · 计算机科学 2025-09-04 Yueke Zhang , Yifan Zhang , Kevin Leach , Yu Huang

Education is being transformed by rapid advances in Artificial Intelligence (AI), including emerging Generative Artificial Intelligence (GAI). Such technology can significantly support academics and students by automating monotonous tasks…

计算机与社会 · 计算机科学 2024-11-15 Wasiq Khan , Luke K. Topham , Peter Atherton , Raghad Al-Shabandar , Hoshang Kolivand , Iftikhar Khan , Abir Hussain

Writing competitive programming problems is exacting. Authors must: set constraints, input distributions, and edge cases that rule out shortcuts; target specific algorithms (e.g., max-flow, dynamic programming, data structures); and…

Iterative peer grading activities may keep students engaged during in-class project presentations. Effective methods for collecting and aggregating peer assessment data are essential. Students tend to grade projects favorably. So, while…

计算机科学与博弈论 · 计算机科学 2025-03-25 Lihi Dery