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Agentic reinforcement learning (RL) holds great promise for the development of autonomous agents under complex GUI tasks, but its scalability remains severely hampered by the verification of task completion. Existing task verification is…

计算与语言 · 计算机科学 2026-01-07 Shaofei Cai , Yulei Qin , Haojia Lin , Zihan Xu , Gang Li , Yuchen Shi , Zongyi Li , Yong Mao , Siqi Cai , Xiaoyu Tan , Yitao Liang , Ke Li , Xing Sun

Automated scoring of open-ended student responses has the potential to significantly reduce human grader effort. Recent advances in automated scoring often leverage textual representations based on pre-trained language models such as BERT…

机器学习 · 计算机科学 2023-06-16 Nigel Fernandez , Aritra Ghosh , Naiming Liu , Zichao Wang , Benoît Choffin , Richard Baraniuk , Andrew Lan

This work-in-progress research-to-practice paper explores the integration of Large Language Models (LLMs) into the code-review process for open-source software projects developed in computer science and software engineering courses. The…

软件工程 · 计算机科学 2025-08-19 Dhruv Kolhatkar , Soubhagya Akkena , Edward F. Gehringer

Sketch recognition allows natural and efficient interaction in pen-based interfaces. A key obstacle to building accurate sketch recognizers has been the difficulty of creating large amounts of annotated training data. Several authors have…

计算机视觉与模式识别 · 计算机科学 2019-03-08 Erelcan Yanik , Tevfik Metin Sezgin

In mathematical proof education, there remains a need for interventions that help students learn to write mathematical proofs. Research has shown that timely feedback can be very helpful to students learning new skills. While for many years…

人工智能 · 计算机科学 2025-07-15 Chenyan Zhao , Mariana Silva , Seth Poulsen

Software is used in critical applications in our day-to-day life and it is important to ensure its correctness. One popular approach to assess correctness is to evaluate software on tests. If a test fails, it indicates a fault in the…

软件工程 · 计算机科学 2025-04-01 Max Hort , Leon Moonen

Existing visual trackers mainly operate in a non-interactive, fire-and-forget manner, making them impractical for real-world scenarios that require human-in-the-loop adaptation. To overcome this limitation, we introduce Interactive…

计算机视觉与模式识别 · 计算机科学 2026-04-03 Yuqing Huang , Guotian Zeng , Zhenqiao Yuan , Zhenyu He , Xin Li , Yaowei Wang , Ming-Hsuan Yang

As AI tools such as ChatGPT enter programming classrooms, students encounter differing rules across courses and instructors, which shape how they use AI and leave them with unequal capabilities for leveraging it. We investigate how students…

人机交互 · 计算机科学 2026-04-14 Tianyu Shao , Miguel Feijóo-García , Yi Zhang , Hugo Castellanos , Tawfiq Salem , Alejandra Magana , Tianyi Li

Knowledge of programming and computing is becoming increasingly valuable in today's world, and thus it is crucial that students from all backgrounds have the opportunity to learn. As the teaching of computing at high-school becomes more…

人机交互 · 计算机科学 2023-04-14 Hussel Suriyaarachchi , Alaeddin Nassani , Paul Denny , Suranga Nanayakkara

Context: With the rising complexity and scale of software systems, there is an ever-increasing demand for sophisticated and cost-effective software testing. To meet such a demand, there is a need for a highly-skilled software testing…

软件工程 · 计算机科学 2020-03-10 Vahid Garousi , Austen Rainer , Per Lauvås , Andrea Arcuri

Nested sampling is an increasingly popular technique for Bayesian computation, in particular for multimodal, degenerate problems of moderate to high dimensionality. Without appropriate settings, however, nested sampling software may fail to…

统计计算 · 统计学 2019-01-23 Edward Higson , Will Handley , Mike Hobson , Anthony Lasenby

Developing and evaluating e-commerce web agents requires environments that preserve meaningful task structure while enabling controllable, reproducible, and scalable scientific comparison. Existing methodologies force a tradeoff: live…

人工智能 · 计算机科学 2026-05-18 Chinmay Savadikar , Mingyu Zhao , Yuanzheng Zhu , Han Li , Shuang Xie , Alberto Castelo , Tianfu Wu , Lingyun Wang

Teacher education requires deliberate practice with learners who exhibit identifiable strengths, weaknesses, and partial mastery. Large language models could support such practice by simulating students with known skill components, enabling…

计算与语言 · 计算机科学 2026-05-26 Alexander Apartsin , Omri Sason , Yehudit Aperstein

Designing a static analysis is generally a substantial undertaking, requiring significant expertise in both program analysis and the domain of the program analysis, and significant development resources. As a result, most program analyses…

编程语言 · 计算机科学 2018-10-17 Colin S. Gordon

Game-like programs have become increasingly popular in many software engineering domains such as mobile apps, web applications, or programming education. However, creating tests for programs that have the purpose of challenging human…

软件工程 · 计算机科学 2022-08-30 Patric Feldmeier , Gordon Fraser

When giving automated feedback to a student working on a beginner's exercise, many programming tutors run into a completeness problem. On the one hand, we want a student to experiment freely. On the other hand, we want a student to write…

人机交互 · 计算机科学 2020-11-17 Niek Mulleners , Johan Jeuring , Bastiaan Heeren

Turning ideas into full software projects from scratch has become a popular use case for language models. Agents are being deployed to seed, maintain, and grow codebases over extended periods with minimal human oversight. Such settings…

Modern coding scaffolds turn LLMs into capable software agents, but their ability to follow scaffold-specified instructions remains under-examined, especially when constraints are heterogeneous and persist across interactions. To fill this…

Software development teams establish elaborate continuous integration pipelines containing automated test cases to accelerate the development process of software. Automated tests help to verify the correctness of code modifications…

软件工程 · 计算机科学 2023-12-05 Chidera Biringa , Gokhan Kul

It has been established in recent work that Large Language Models (LLMs) can be prompted to "self-play" conversational games that probe certain capabilities (general instruction following, strategic goal orientation, language understanding…

计算与语言 · 计算机科学 2024-06-03 Anne Beyer , Kranti Chalamalasetti , Sherzod Hakimov , Brielen Madureira , Philipp Sadler , David Schlangen