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The problem addressed in this paper is the challenge arising in enabling collaborative learning in the context distance education models. While research has made quantum leaps in the development of both effective collaborative pedagogical…

Computers and Society · Computer Science 2017-03-16 Ahmad Al-Jarrah , Enrico Pontelli , Clinton Jeffery

Text-VQA aims at answering questions that require understanding the textual cues in an image. Despite the great progress of existing Text-VQA methods, their performance suffers from insufficient human-labeled question-answer (QA) pairs.…

Computer Vision and Pattern Recognition · Computer Science 2022-10-11 Jun Wang , Mingfei Gao , Yuqian Hu , Ramprasaath R. Selvaraju , Chetan Ramaiah , Ran Xu , Joseph F. JaJa , Larry S. Davis

Within Multi Agent Systems, communication by means of Agent Communication Languages (ACLs) has a key role to play in the co-operation, co-ordination and knowledge-sharing between agents. Despite this, complex reasoning about agent…

Multiagent Systems · Computer Science 2015-08-12 David Lillis , Rem W. Collier`

This exploratory study examined the consistency of human-AI collaboration by analyzing three extensive "vibe coding" sessions between a human product lead and an AI software engineer. We investigated similarities and differences in team…

Computers and Society · Computer Science 2025-08-29 Cory Knobel , Nicole Radziwill

Existing Retrieval-Augmented Generation (RAG) methods for code struggle to capture the high-level architectural patterns and cross-file dependencies inherent in complex, theory-driven codebases, such as those in algorithmic game theory…

Software Engineering · Computer Science 2026-03-24 Yusen Wu , Xiaotie Deng

Generative artificial intelligence (GenAI) and agentic systems are moving software engineering from code-centric production toward intent-centric human-agent work in which natural language, repository context, tools, tests, and governance…

Software Engineering · Computer Science 2026-05-13 Elyson De La Cruz

Recent advances in frontier large language models have enabled code review agents that operate in open-ended, reasoning-intensive settings. However, the lack of standardized benchmarks and granular evaluation protocols makes it difficult to…

Software Engineering · Computer Science 2026-03-13 Kristen Pereira , Neelabh Sinha , Rajat Ghosh , Debojyoti Dutta

AI systems are becoming active participants in organizational and knowledge work. They increasingly interact with humans, coordinate workflows, and operate in multi-agent arrangements. Understanding their effects therefore requires more…

Artificial Intelligence · Computer Science 2026-05-19 Yingjie Zhang , Chun Feng , Weizhang Zhu , Tianshu Sun

Vast improvements in natural language understanding and speech recognition have paved the way for conversational interaction with computers. While conversational agents have often been used for short goal-oriented dialog, we know little…

Human-Computer Interaction · Computer Science 2020-08-20 Jessica Van Brummelen , Kevin Weng , Phoebe Lin , Catherine Yeo

Recent advancements in AI and edge computing have accelerated the development of machine-centric applications (MCAs), such as smart surveillance systems. In these applications, video cameras and sensors offload inference tasks like license…

Networking and Internet Architecture · Computer Science 2025-02-28 Azuka Chiejina , Subhramoy Mohanti , Vijay K. Shah

In the field of autonomous vehicles (AVs), accurately discerning commander intent and executing linguistic commands within a visual context presents a significant challenge. This paper introduces a sophisticated encoder-decoder framework,…

Computer Vision and Pattern Recognition · Computer Science 2026-01-19 Haicheng Liao , Huanming Shen , Zhenning Li , Chengyue Wang , Guofa Li , Yiming Bie , Chengzhong Xu

Vibe coding is a new programming paradigm in which human engineers instruct large language model (LLM) agents to complete complex coding tasks with little supervision. Although vibe coding is increasingly adopted, are its outputs really…

Software Engineering · Computer Science 2026-02-18 Songwen Zhao , Danqing Wang , Kexun Zhang , Jiaxuan Luo , Zhuo Li , Lei Li

Autonomous vehicles (AVs) require extensive testing in simulation, but test case generation for driving scenarios is laborious. The desired scenarios are often out-of-distribution and have precise requirements on interactions with the AV…

Robotics · Computer Science 2026-05-11 Frieda Rong , Chris Zhang , Kelvin Wong , Raquel Urtasun

Vibe coding inherently assumes iterative refinement of LLM-generated code through feedback loops. While effective for conventional software tasks, its reliability in runtime-adaptive systems is unclear -- especially when generated code is…

Software Engineering · Computer Science 2026-04-17 Michal Töpfer , František Plášil , Tomáš Bureš , Petr Hnětynka

When interacting with Retrieval-Augmented Generation (RAG)-based conversational agents, the users must carefully craft their queries to be understood correctly. Yet, understanding the system's capabilities can be challenging for the users,…

Computation and Language · Computer Science 2024-03-19 Anuja Tayal , Aman Tyagi

As autonomous coding agents become deeply embedded in software development workflows, their high operational velocity introduces a critical oversight challenge: the accumulating divergence between agentic actions and architectural intent.…

Software Engineering · Computer Science 2026-05-05 Matteo Casserini , Alessandro Facchini , Andrea Ferrario

We present GLM-5, a next-generation foundation model designed to transition the paradigm of vibe coding to agentic engineering. Building upon the agentic, reasoning, and coding (ARC) capabilities of its predecessor, GLM-5 adopts DSA to…

Machine Learning · Computer Science 2026-02-25 GLM-5-Team , : , Aohan Zeng , Xin Lv , Zhenyu Hou , Zhengxiao Du , Qinkai Zheng , Bin Chen , Da Yin , Chendi Ge , Chenghua Huang , Chengxing Xie , Chenzheng Zhu , Congfeng Yin , Cunxiang Wang , Gengzheng Pan , Hao Zeng , Haoke Zhang , Haoran Wang , Huilong Chen , Jiajie Zhang , Jian Jiao , Jiaqi Guo , Jingsen Wang , Jingzhao Du , Jinzhu Wu , Kedong Wang , Lei Li , Lin Fan , Lucen Zhong , Mingdao Liu , Mingming Zhao , Pengfan Du , Qian Dong , Rui Lu , Shuang-Li , Shulin Cao , Song Liu , Ting Jiang , Xiaodong Chen , Xiaohan Zhang , Xuancheng Huang , Xuezhen Dong , Yabo Xu , Yao Wei , Yifan An , Yilin Niu , Yitong Zhu , Yuanhao Wen , Yukuo Cen , Yushi Bai , Zhongpei Qiao , Zihan Wang , Zikang Wang , Zilin Zhu , Ziqiang Liu , Zixuan Li , Bojie Wang , Bosi Wen , Can Huang , Changpeng Cai , Chao Yu , Chen Li , Chengwei Hu , Chenhui Zhang , Dan Zhang , Daoyan Lin , Dayong Yang , Di Wang , Ding Ai , Erle Zhu , Fangzhou Yi , Feiyu Chen , Guohong Wen , Hailong Sun , Haisha Zhao , Haiyi Hu , Hanchen Zhang , Hanrui Liu , Hanyu Zhang , Hao Peng , Hao Tai , Haobo Zhang , He Liu , Hongwei Wang , Hongxi Yan , Hongyu Ge , Huan Liu , Huanpeng Chu , Jia'ni Zhao , Jiachen Wang , Jiajing Zhao , Jiamin Ren , Jiapeng Wang , Jiaxin Zhang , Jiayi Gui , Jiayue Zhao , Jijie Li , Jing An , Jing Li , Jingwei Yuan , Jinhua Du , Jinxin Liu , Junkai Zhi , Junwen Duan , Kaiyue Zhou , Kangjian Wei , Ke Wang , Keyun Luo , Laiqiang Zhang , Leigang Sha , Liang Xu , Lindong Wu , Lintao Ding , Lu Chen , Minghao Li , Nianyi Lin , Pan Ta , Qiang Zou , Rongjun Song , Ruiqi Yang , Shangqing Tu , Shangtong Yang , Shaoxiang Wu , Shengyan Zhang , Shijie Li , Shuang Li , Shuyi Fan , Wei Qin , Wei Tian , Weining Zhang , Wenbo Yu , Wenjie Liang , Xiang Kuang , Xiangmeng Cheng , Xiangyang Li , Xiaoquan Yan , Xiaowei Hu , Xiaoying Ling , Xing Fan , Xingye Xia , Xinyuan Zhang , Xinze Zhang , Xirui Pan , Xu Zou , Xunkai Zhang , Yadi Liu , Yandong Wu , Yanfu Li , Yidong Wang , Yifan Zhu , Yijun Tan , Yilin Zhou , Yiming Pan , Ying Zhang , Yinpei Su , Yipeng Geng , Yong Yan , Yonglin Tan , Yuean Bi , Yuhan Shen , Yuhao Yang , Yujiang Li , Yunan Liu , Yunqing Wang , Yuntao Li , Yurong Wu , Yutao Zhang , Yuxi Duan , Yuxuan Zhang , Zezhen Liu , Zhengtao Jiang , Zhenhe Yan , Zheyu Zhang , Zhixiang Wei , Zhuo Chen , Zhuoer Feng , Zijun Yao , Ziwei Chai , Ziyuan Wang , Zuzhou Zhang , Bin Xu , Minlie Huang , Hongning Wang , Juanzi Li , Yuxiao Dong , Jie Tang

The increasing complexity of modern software systems has made understanding their behavior increasingly challenging, driving the need for explainability to improve transparency and user trust. Traditional documentation is often outdated or…

Software Engineering · Computer Science 2026-01-12 Daniel Pöttgen , Mersedeh Sadeghi , Max Unterbusch , Andreas Vogelsang

The emergence of large language models and their applications as AI agents have significantly advanced state-of-the-art code generation benchmarks, transforming modern software engineering tasks. However, even with test-time computed…

Artificial Intelligence · Computer Science 2025-03-25 Hao-Yuan Chen , Cheng-Pong Huang , Jui-Ming Yao

Understanding how developers interact with AI coding assistants requires more than chat logs or git histories in isolation; it requires reconstructing the full context: which prompt led to which edit, what the developer tried and discarded,…

Software Engineering · Computer Science 2026-05-05 Keyu He , Qianou Ma , Valerie Chen , Wayne Chi , Tongshuang Wu