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Tool-augmented language agents frequently fail in real-world deployment due to tool malfunctions--timeouts, API exceptions, or inconsistent outputs--triggering cascading reasoning errors and task abandonment. Existing agent training…

Machine Learning · Computer Science 2025-10-01 Sri Vatsa Vuddanti , Aarav Shah , Satwik Kumar Chittiprolu , Tony Song , Sunishchal Dev , Kevin Zhu , Maheep Chaudhary

Many rescue missions demand effective perception and real-time decision making, which highly rely on effective data collection and processing. In this study, we propose a three-layer architecture of emergency caching networks focusing on…

Networking and Internet Architecture · Computer Science 2024-02-28 Zeyu Tian , Lianming Xu , Liang Li , Li Wang , Aiguo Fei

Maximizing the utility of human-robot teams in disaster response and search and rescue (SAR) missions remains to be a challenging problem. This is due to the dynamic, uncertain nature of the environment and the variability in cognitive…

Robotics · Computer Science 2018-11-26 Anas Abou Allaban , Velin Dimitrov , Taşkın Padır

In recent years, human casualties and damage to resources caused by emergent incidents have become a serious problem worldwide. In this paper, we model the emergency decision-making problem and use Multi-agent System (MAS) to solve the…

Artificial Intelligence · Computer Science 2022-03-25 Yibo Guo , Lishuo Hou , Mingxin Li , Yue Yuan , Shun Liu , Jingyi Xue , Yafang Han , Mingliang Xu

Many multi-agent coordination problems can be represented as DCOPs. Motivated by task allocation in disaster response, we extend standard DCOP models to consider uncertain task rewards where the outcome of completing a task depends on its…

Artificial Intelligence · Computer Science 2013-09-10 Feng Wu , Nicholas R. Jennings

After an earthquake, disaster sites pose a multitude of health and safety concerns. A rescue operation of people trapped in the ruins after an earthquake disaster requires a series of intelligent behavior, including planning. For a…

Artificial Intelligence · Computer Science 2016-07-15 Mona Khaffaf , Arshia Khaffaf

A resource leak occurs when a program fails to release a finite resource like a socket, file descriptor or database connection. While sound static analysis tools can detect all leaks, automatically repairing them remains challenging. Prior…

Software Engineering · Computer Science 2025-10-07 Sanjay Malakar , Michael D. Ernst , Martin Kellogg , Manu Sridharan

Large Reasoning Models (LRMs) have achieved remarkable performance across diverse domains, yet their decision-making under conflicting objectives remains insufficiently understood. This work investigates how LRMs respond to harmful queries…

Cryptography and Security · Computer Science 2026-04-14 Honghao Liu , Chengjin Xu , Xuhui Jiang , Cehao Yang , Shengming Yin , Zhengwu Ma , Lionel Ni , Jian Guo

Resource-constrained robots often suffer from energy inefficiencies, underutilized computational abilities due to inadequate task allocation, and a lack of robustness in dynamic environments, all of which strongly affect their performance.…

Robotics · Computer Science 2023-10-02 Dipam Patel , Phu Pham , Kshitij Tiwari , Aniket Bera

Efficient emergency response systems are crucial for smart cities. But their implementation is highly challenging, particularly in regions like Chad where infrastructural constraints are prevalent. The urgency for optimized response times…

Systems and Control · Electrical Eng. & Systems 2024-08-12 Mahamat Abdel Aziz Assoul , Abakar Mahamat Tahir , Taibi Mahmoud , Garrik Brel Jagho Mdemaya , Milliam Maxime Zekeng Ndadji

Emergency communication systems face disruptions due to packet loss, bandwidth constraints, poor signal quality, delays, and jitter in VoIP systems, leading to degraded real-time service quality. Victims in distress often struggle to convey…

Sound · Computer Science 2024-12-24 Danush Venkateshperumal , Rahman Abdul Rafi , Shakil Ahmed , Ashfaq Khokhar

While cooperative perception can overcome the limitations of single-vehicle systems, the practical implementation of vehicle-to-vehicle and vehicle-to-infrastructure systems is often impeded by significant economic barriers. Aerial-ground…

Computer Vision and Pattern Recognition · Computer Science 2026-04-13 Jiahao Wang , Xiangyu Cao , Jiaru Zhong , Yuner Zhang , Zeyu Han , Haibao Yu , Chuang Zhang , Lei He , Shaobing Xu , Jianqiang Wang

We report on a real-time demand response experiment with 100 controllable devices. The experiment reveals several key challenges in the deployment of a real-time demand response program, including time delays, uncertainties,…

Systems and Control · Electrical Eng. & Systems 2021-08-27 Chao Duan , Guna Bharati , Pratyush Chakraborty , Bo Chen , Takashi Nishikawa , Adilson E. Motter

Early detection of significant traumatic events, e.g. a terrorist attack or a ship capsizing, is important to ensure that a prompt emergency response can occur. In the modern world telecommunication systems could play a key role in ensuring…

Computers and Society · Computer Science 2024-07-03 Qianru Zhou , Stephen McLaughlin , Alasdair J. G. Gray , Shangbin Wu , Chengxiang Wang

As models in various fields are becoming more complex, associated computational demands have been increasing significantly. Reliability analysis for these systems when failure probabilities are small is significantly challenging, requiring…

Applications · Statistics 2020-02-05 Zeyu Wang , Abdollah Shafieezadeh

Context] Problems in Requirements Engineering (RE) can lead to serious consequences during the software development lifecycle. [Goal] The goal of this paper is to propose empirically-based guidelines that can be used by different types of…

Software Engineering · Computer Science 2016-11-29 P. Mafra , M. Kalinowski , D. Méndez Fernández , M. Felderer , S. Wagner

In this short paper, we introduce the Ridgeline model, an extension of the Roofline model [4] for distributed systems. The Roofline model targets shared memory systems, bounding the performance of a kernel based on its operational…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-11-18 Fabio Checconi , Jesmin Jahan Tithi , Fabrizio Petrini

Large language model-based multi-agent systems have shown great abilities across various tasks due to the collaboration of expert agents, each focusing on a specific domain. However, the impact of clumsy or even malicious agents--those who…

Artificial Intelligence · Computer Science 2025-05-30 Jen-tse Huang , Jiaxu Zhou , Tailin Jin , Xuhui Zhou , Zixi Chen , Wenxuan Wang , Youliang Yuan , Michael R. Lyu , Maarten Sap

Mass emergencies increasingly pose significant threats to human life, with a disproportionate burden being incurred by older adults. Research has explored how mobile technology can mitigate the effects of mass emergencies. However, less…

Human-Computer Interaction · Computer Science 2020-01-22 Yixuan Zhang , Nurul Suhaimi , Rana Azghandi , Mary Amulya Joseph , Miso Kim , Jacqueline Griffin , Andrea G. Parker

Rapid search and rescue is critical to maximizing survival rates following natural disasters. However, these efforts are challenged by the need to search large disaster zones, lack of reliability in the communications infrastructure, and a…