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Automated Synthesis Planning has recently re-emerged as a research area at the intersection of chemistry and machine learning. Despite the appearance of steady progress, we argue that imperfect benchmarks and inconsistent comparisons mask…

Machine Learning · Computer Science 2024-09-09 Krzysztof Maziarz , Austin Tripp , Guoqing Liu , Megan Stanley , Shufang Xie , Piotr Gaiński , Philipp Seidl , Marwin Segler

Requirements Engineering (RE) is a key activity in the development of software systems and is concerned with the identification of the goals of stakeholders and their elaboration into precise statements of desired services and behavior. The…

Software Engineering · Computer Science 2014-10-28 Abdullah Masood , M. Asim Ali

OpenAI o1 has shown that applying reinforcement learning to integrate reasoning steps directly during inference can significantly improve a model's reasoning capabilities. This result is exciting as the field transitions from the…

Artificial Intelligence · Computer Science 2025-02-18 Jun Wang

Reinforcement learning and classical planning are typically seen as two distinct problems, with differing formulations necessitating different solutions. Yet, when humans are given a task, regardless of the way it is specified, they can…

Machine Learning · Computer Science 2026-02-10 Gabriel Stella

In recent research advancements within the community, large language models (LLMs) have sparked great interest in creating autonomous agents. However, current prompt-based agents often heavily rely on large-scale LLMs. Meanwhile, although…

Computation and Language · Computer Science 2025-03-04 Xueyang Feng , Bo Lan , Quanyu Dai , Lei Wang , Jiakai Tang , Xu Chen , Zhenhua Dong , Ji-Rong Wen

The immense technological progress in artificial intelligence research and applications is increasingly drawing attention to the environmental sustainability of such systems, a field that has been termed Green AI. With this contribution we…

Computers and Society · Computer Science 2024-07-16 Christian Clemm , Lutz Stobbe , Kishan Wimalawarne , Jan Druschke

Development of the new artificial systems with unique characteristics is very challenging task. In this paper the application of the hybrid super intelligence concept with object-process methodology to develop unique high-performance…

Software Engineering · Computer Science 2021-05-24 Vladislav Dorofeev

Business systems these days need to be agile to address the needs of a changing world. In particular the discipline of Enterprise Application Integration requires business process management to be highly reconfigurable with the ability to…

Software Engineering · Computer Science 2007-05-23 Sebastien Gaspard , Florida Estrella , Richard McClatchey , Regis Dindeleux

Effort estimation is a crucial activity in agile software development, where teams collaboratively review, discuss, and estimate the effort required to complete user stories in a product backlog. Current practices in agile effort estimation…

Software Engineering · Computer Science 2025-09-19 Thanh-Long Bui , Hoa Khanh Dam , Rashina Hoda

Software automation has long been a central goal of software engineering, striving for software development that proceeds without human intervention. Recent efforts have leveraged Artificial Intelligence (AI) to advance software automation…

Software Engineering · Computer Science 2025-10-02 Liyi Cai , Yijie Ren , Yitong Zhang , Jia Li

The agile approach uses continuous delivery, instead of distinct procedure, to work closer with customers and to respond faster requirement changes. All of these are against the traditional plan driven approach. Due to agile method's…

Software Engineering · Computer Science 2013-03-07 Hung-Fu Chang , Stephen C-Y. Lu

Software development automation is a long-term goal in software engineering. With the development of artificial intelligence (AI), more and more researchers are exploring approaches to software automation. They view AI systems as tools or…

Software Engineering · Computer Science 2025-11-25 Jia Li , Zhi Jin , Huangzhao Zhang , Kechi Zhang , Jiaru Qian , Tiankuo Zhao

The rapid growth of programming education has outpaced traditional assessment tools, leaving faculty with limited means to provide meaningful, scalable feedback. Conventional autograders, while efficient, act as black-box systems that…

Artificial Intelligence · Computer Science 2025-10-31 Vikrant Sahu , Gagan Raj Gupta , Raghav Borikar , Nitin Mane

As artificial intelligence (AI) systems become increasingly integrated into critical domains, ensuring their responsible design and continuous development is imperative. Effective AI quality management (QM) requires tools and methodologies…

Computers and Society · Computer Science 2025-02-21 Miriam Elia , Alba Maria Lopez , Katherin Alexandra Corredor , Bernhard Bauer , Esteban Garcia-Cuesta

We present a case study of artificial intelligence techniques applied to the control of production printing equipment. Like many other real-world applications, this complex domain requires high-speed autonomous decision-making and robust…

Artificial Intelligence · Computer Science 2014-01-17 Wheeler Ruml , Minh Binh Do , Rong Zhou , Markus P. J. Fromherz

Agile - denoting "the quality of being agile, readiness for motion, nimbleness, activity, dexterity in motion" - software development methods are attempting to offer an answer to the eager business community asking for lighter weight along…

Software Engineering · Computer Science 2017-09-26 Pekka Abrahamsson , Outi Salo , Jussi Ronkainen , Juhani Warsta

Training reliable tool-augmented agents remains a significant challenge, largely due to the difficulty of credit assignment in multi-step reasoning. While process-level reward models offer a promising direction, existing LLM-based judges…

Artificial Intelligence · Computer Science 2026-04-28 Yuxuan Jiang , Francis Ferraro

Agile development is conventional these days and with the passage of time software developers are rapidly moving from Waterfall to Agile development. Agile methods focus on delivering executable code quickly by increasing the responsiveness…

Software Engineering · Computer Science 2021-04-13 Attique Ur Rehman , Ali Nawaz , Muhammad Abbas

Modern software engineers operate across 5-10 disconnected tools daily: GitHub, GitLab, Jira, Slack, calendar applications, CI dashboards, AI coding assistants, and container platforms. This fragmentation creates cognitive overhead that…

Software Engineering · Computer Science 2026-04-21 Happy Bhati

Software agents have emerged as promising tools for addressing complex software engineering tasks. Existing works, on the other hand, frequently oversimplify software development workflows, despite the fact that such workflows are typically…

Software Engineering · Computer Science 2024-07-16 Minh Huynh Nguyen , Thang Phan Chau , Phong X. Nguyen , Nghi D. Q. Bui