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Retrieval-Augmented Generation (RAG) systems are emerging as a key approach for grounding Large Language Models (LLMs) in external knowledge, addressing limitations in factual accuracy and contextual relevance. However, there is a lack of…

Software Engineering · Computer Science 2025-09-25 Md Toufique Hasan , Muhammad Waseem , Kai-Kristian Kemell , Ayman Asad Khan , Mika Saari , Pekka Abrahamsson

Timely and accurate situation awareness is vital for decision-making in humanitarian response, conflict monitoring, and early warning and early action. However, the manual analysis of vast and heterogeneous data sources often results in…

AI-assisted development tools enable rapid prototyping of services but often lack awareness of architectural constraints, infrastructure dependencies, and organizational standards required in production environments. Consequently, generated…

Room Impulse Responses (RIRs) enable realistic acoustic simulation, with applications ranging from multimedia production to speech data augmentation. However, acquiring high-quality real-world RIRs is labor-intensive, and data scarcity…

Audio and Speech Processing · Electrical Eng. & Systems 2026-05-14 Kirak Kim , Sungyoung Kim

Large Language Model agents are reshaping the industrial landscape. However, most practical agents remain human-designed because tasks differ widely, making them labor-intensive to build. This situation poses a central question: can we…

Artificial Intelligence · Computer Science 2026-04-29 Zhezheng Hao , Hong Wang , Jian Luo , Jianqing Zhang , Yuyan Zhou , Qiang Lin , Can Wang , Hande Dong , Jiawei Chen

Automated code generation driven by Large Lan- guage Models (LLMs) has enhanced development efficiency, yet generating complex application-level software code remains challenging. Multi-agent frameworks show potential, but existing methods…

Software Engineering · Computer Science 2025-10-24 Qian Xiong , Bo Yang , Weisong Sun , Yiran Zhang , Tianlin Li , Yang Liu , Zhi Jin

Retrieval Augmented Generation (RAG) systems have seen huge popularity in augmenting Large-Language Model (LLM) outputs with domain specific and time sensitive data. Very recently a shift is happening from simple RAG setups that query a…

Information Retrieval · Computer Science 2024-03-05 Tristan Kenneweg , Philip Kenneweg , Barbara Hammer

Ensuring the safety of autonomous vehicles (AV) requires rigorous testing under both everyday driving and rare, safety-critical conditions. A key challenge lies in simulating environment agents, including background vehicles (BVs) and…

Machine Learning · Computer Science 2025-12-10 Qiujing Lu , Xuanhan Wang , Runze Yuan , Wei Lu , Xinyi Gong , Shuo Feng

Existing reinforcement learning environment libraries use monolithic environment classes, provide shallow methods for altering agent observation and action spaces, and/or are tied to a specific simulation environment. The Core Reinforcement…

Building officials, particularly those in resource-constrained or rural jurisdictions, face labor-intensive, error-prone, and costly manual reviews of design documents as projects increase in size and complexity. The growing adoption of…

Software Engineering · Computer Science 2025-10-06 Hanlong Wan , Weili Xu , Michael Rosenberg , Jian Zhang , Aysha Siddika

While AI excels at generating text, audio, images, and videos, creating interactive audio-visual content such as video games remains challenging. Current LLMs can generate JavaScript games and animations, but lack automated evaluation…

Artificial Intelligence · Computer Science 2025-08-04 Alexia Jolicoeur-Martineau

Generating a game is not the same as making one that can be played. Despite advances in code generation, existing approaches treat game generation as one-shot translation from prompt to artifact, leaving interaction-level failures…

Software Engineering · Computer Science 2026-05-28 Yixu Huang , Bo Li , Na Li , Zhe Wang , Kaijie Chen , Haonan Ge , Qingyi Si , Yuanzhe Shen , Ruihan Yang , Guangjing Wang , Hongcheng Guo

Different domains foster different architectural styles -- and thus different documentation practices (e.g., state-based models for behavioral control vs. ER-style models for information structures). Agentic AI systems exhibit another…

Software Engineering · Computer Science 2026-03-17 Andreas Rausch , Stefan Wittek

We introduce Meta Agents Research Environments (ARE), a research platform for scalable creation of environments, integration of synthetic or real applications, and execution of agentic orchestrations. ARE provides simple abstractions to…

The shift toward intent-driven software engineering (often termed "Vibe Coding") exposes a critical Context-Fidelity Trade-off: vague user intents overwhelm linear reasoning chains, leading to architectural collapse in complex repo-level…

Software Engineering · Computer Science 2026-04-16 Yi Lin , Lujin Zhao , Yijie Shi

Traditional AI reasoning techniques have been used successfully in many domains, including logistics, scheduling and game playing. This paper is part of a project aimed at investigating how such techniques can be extended to coordinate…

Artificial Intelligence · Computer Science 2014-05-07 Marcello Balduccini , William C. Regli , Duc N. Nguyen

GenAI-based coding assistants have disrupted software development. The next generation of these tools is agent-based, operating with more autonomy and potentially without human oversight. Like human developers, AI agents require contextual…

Software Engineering · Computer Science 2026-02-09 Seyedmoein Mohsenimofidi , Matthias Galster , Christoph Treude , Sebastian Baltes

Automated content-aware layout generation -- the task of arranging visual elements such as text, logos, and underlays on a background canvas -- remains a fundamental yet under-explored problem in intelligent design systems. While recent…

Information Retrieval · Computer Science 2025-06-30 Najmeh Forouzandehmehr , Reza Yousefi Maragheh , Sriram Kollipara , Kai Zhao , Topojoy Biswas , Evren Korpeoglu , Kannan Achan

The sprint-based iterative approach in the Agile software development method allows continuous feedback and adaptation. One of the crucial Agile software development activities is the sprint planning session where developers estimate the…

Software Engineering · Computer Science 2026-04-07 Lamyea Maha , Tajmilur Rahman , Chanchal Roy

As AI systems increasingly become embedded in interactive and im-mersive artistic environments, artists and technologists are discovering new opportunities to engage with their interpretive and autonomous capacities as creative…

Human-Computer Interaction · Computer Science 2026-02-09 Pavlos Panagiotidis , Jocelyn Spence , Nils Jaeger , Paul Tennent
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