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Instructed code editing is a significant challenge for large language models (LLMs). On the EditBench benchmark, 39 of 40 evaluated models obtain a task success rate (TSR) below 60 percent, highlighting a gap between general code generation…

Software Engineering · Computer Science 2026-04-29 Noam Tarshish , Nofar Selouk , Daniel Hodisan , Bar Ezra Gafniel , Yuval Elovici , Asaf Shabtai , Eliya Nachmani

Agent-based models (ABMs) simulate interactions between autonomous agents in constrained environments over time. ABMs are often used for modeling the spread of infectious diseases. In order to simulate disease outbreaks or other phenomena,…

Other Statistics · Statistics 2017-01-11 Shannon Gallagher , Lee Richardson , Samuel L. Ventura , William F. Eddy

Context and motivation. Requirements Engineering (RE) quality still lacks empirical evidence on how specific requirement defects affect downstream activities. Problem: However, empirical data on the detailed effects of requirements quality…

Software Engineering · Computer Science 2026-03-19 Henning Femmer , Ivan Esau

LLM-based Software Engineering agents face a critical bottleneck: context length limitations cause failures on complex, long-horizon tasks. One promising solution is to encode context as continuous embeddings rather than discrete tokens,…

Software Engineering · Computer Science 2026-05-13 Kirill Gelvan , Igor Slinko , Felix Steinbauer , Egor Bogomolov , Florian Kofler , Yaroslav Zharov

The increase in available computing power and the Deep Learning revolution have allowed the exploration of new topics and frontiers in Artificial Intelligence research. A new field called Embodied Artificial Intelligence, which places at…

Robotics · Computer Science 2025-05-05 Roberto Bigazzi

Open-weight coding agents should hold a fundamental advantage over closed-source systems: they can be specialized to private codebases, encoding repository-specific information directly in their weights. Yet the cost and complexity of…

Computation and Language · Computer Science 2026-02-04 Ethan Shen , Danny Tormoen , Saurabh Shah , Ali Farhadi , Tim Dettmers

Resolving real-world software engineering (SWE) issues with autonomous agents requires complex, long-horizon reasoning. Current pipelines are bottlenecked by unoptimized demonstration data, sparse execution rewards, and computationally…

Software Engineering · Computer Science 2026-04-17 Hao Han , Jin Xie , Xuehao Ma , Weiquan Zhu , Ziyao Zhang , ZhiLiang Long , Hongkai Chen , Qingwen Ye

Brain-body co-evolution enables animals to develop complex behaviors in their environments. Inspired by this biological synergy, embodied co-design (ECD) has emerged as a transformative paradigm for creating intelligent agents-from virtual…

Robotics · Computer Science 2025-12-18 Yuxing Wang , Zhiyu Chen , Tiantian Zhang , Qiyue Yin , Yongzhe Chang , Zhiheng Li , Liang Wang , Xueqian Wang

The advances and availability of technologies involving Generative Artificial Intelligence (AI) are evolving clearly and explicitly, driving immediate changes in various work activities. Software Engineering (SE) is no exception and stands…

Embodied multi-agent systems (EMAS) have attracted growing attention for their potential to address complex, real-world challenges in areas such as logistics and robotics. Recent advances in foundation models pave the way for generative…

Multiagent Systems · Computer Science 2025-02-18 Di Wu , Xian Wei , Guang Chen , Hao Shen , Xiangfeng Wang , Wenhao Li , Bo Jin

Generative AI agents are reshaping human-computer interaction, shifting users from direct task execution to supervising machine-driven actions, especially the rise of "vibe coding" in programming. Yet little is known about how screen reader…

Human-Computer Interaction · Computer Science 2025-12-12 Nan Chen , Luna K. Qiu , Arran Zeyu Wang , Zilong Wang , Yuqing Yang

The rapid development of deep learning techniques, improved computational power, and the availability of vast training data have led to significant advancements in pre-trained models and large language models (LLMs). Pre-trained models…

Software Engineering · Computer Science 2024-04-04 Yuan Huang , Yinan Chen , Xiangping Chen , Junqi Chen , Rui Peng , Zhicao Tang , Jinbo Huang , Furen Xu , Zibin Zheng

Many real-world problems are compositional - solving them requires completing interdependent sub-tasks, either in series or in parallel, that can be represented as a dependency graph. Deep reinforcement learning (RL) agents often struggle…

Machine Learning · Computer Science 2022-01-25 Izzeddin Gur , Natasha Jaques , Yingjie Miao , Jongwook Choi , Manoj Tiwari , Honglak Lee , Aleksandra Faust

As sixth-generation (6G) wireless networks evolve toward increasingly heterogeneous scenarios, tasks, and service requirements, conventional artificial intelligence (AI) models remain limited in task-aware decision-making and autonomous…

Signal Processing · Electrical Eng. & Systems 2026-05-19 Mingyue Li , Li Yu , Yuxiang Zhang , Heng Wang , Jianhua Zhang , Ping Zhang , Guangyi Liu

Frontier software engineering agents have saturated short-horizon benchmarks while regressing on the work that constitutes senior engineering: long-horizon, multi-engineer, ambiguous-specification deliverables. This paper takes a position…

Software Engineering · Computer Science 2026-05-05 Yelin Kim

Designing effective embodied multi-agent systems is critical for solving complex real-world tasks across domains. Due to the complexity of multi-agent embodied systems, existing methods fail to automatically generate safe and efficient…

Robotics · Computer Science 2025-03-21 Yiran Qin , Li Kang , Xiufeng Song , Zhenfei Yin , Xiaohong Liu , Xihui Liu , Ruimao Zhang , Lei Bai

GUI agents are beginning to operate the web, mobile, and desktop as interactive worlds, where successful control depends on carrying forward visual, procedural, and task-level evidence beyond the fleeting present screen. Yet most agents…

Computation and Language · Computer Science 2026-05-12 Guibin Zhang , Yaohui Ling , Fanci Meng , Kun Wang , Shuicheng Yan

AI-based systems, currently driven largely by LLMs and tool-using agentic harnesses, are increasingly discussed as a possible threat to software engineering. Foundation models get stronger, agents can plan and act across multiple steps, and…

Software Engineering · Computer Science 2026-04-24 Robert Feldt , Per Lenberg , Julian Frattini , Dhasarathy Parthasarathy

Modern web applications are increasingly produced through AI-assisted development and rapid no-code deployment pipelines, widening the gap between accelerating software velocity and the limited adaptability of existing security tooling.…

Cryptography and Security · Computer Science 2026-03-03 Akshat Singh Jaswal , Ashish Baghel

This paper envisions a transformative paradigm in software engineering, where Artificial Intelligence, embodied in fully autonomous agents, becomes the primary driver of the core software development activities. We introduce a new class of…

Software Engineering · Computer Science 2025-12-03 Hoa Khanh Dam , Geeta Mahala , Rashina Hoda , Xi Zheng , Cristina Conati