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With the rapid advancement of autonomous driving technology, self-driving cars have become a central focus in the development of future transportation systems. Scenario generation technology has emerged as a crucial tool for testing and…

Artificial Intelligence · Computer Science 2024-07-02 Canjie Cai

Recent text-to-image (T2I) models have made remarkable progress in generating visually realistic and semantically coherent images. However, they still suffer from randomness and inconsistency with the given prompts, particularly when…

Computer Vision and Pattern Recognition · Computer Science 2026-03-31 Kaishen Wang , Ruibo Chen , Tong Zheng , Heng Huang

The rapid evolution of AI-generated images poses growing challenges to information integrity and media authenticity. Existing detection approaches face limitations in robustness, interpretability, and generalization across diverse…

Computer Vision and Pattern Recognition · Computer Science 2026-04-08 Mengfei Liang , Yiting Qu , Yukun Jiang , Michael Backes , Yang Zhang

In this paper, we present an approach for solving the problem of moving $N$ homogeneous agents into $M \geq N$ goal locations along energy-minimizing trajectories. We propose a decentralized framework that only requires knowledge of the…

Optimization and Control · Mathematics 2020-07-16 Logan E. Beaver , Andreas A. Malikopoulos

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

Simulation forms the backbone of modern self-driving development. Simulators help develop, test, and improve driving systems without putting humans, vehicles, or their environment at risk. However, simulators face a major challenge: They…

Computer Vision and Pattern Recognition · Computer Science 2023-07-18 Shuhan Tan , Boris Ivanovic , Xinshuo Weng , Marco Pavone , Philipp Kraehenbuehl

The creation of fictional stories is a very complex task that usually implies a creative process where the author has to combine characters, conflicts and plots to create an engaging narrative. This work presents a simulated environment…

Artificial Intelligence · Computer Science 2014-03-14 R. H. García-Ortega , P. García-Sánchez , J. J. Merelo

We present a Polyhedral Scene Generator system which creates a random scene based on a few user parameters, renders the scene from random view points and creates a dataset containing the renderings and corresponding annotation files. We…

Computer Vision and Pattern Recognition · Computer Science 2018-03-28 Markus D. Solbach , Stephen Voland , Jeff Edmonds , John K. Tsotsos

The introduction of large language models ignited great retooling and rethinking of the software development models. The ensuing response of software engineering research yielded a massive body of tools and approaches. In this paper, we…

Software Engineering · Computer Science 2026-02-05 Marian Kica , Lukas Radosky , David Slivka , Karin Kubinova , Daniel Dovhun , Tomas Uhercik , Erik Bircak , Ivan Polasek

The increase in complexity of autonomous systems is accompanied by a need of data-driven development and validation strategies. Advances in computer graphics and cloud clusters have opened the way to massive parallel high fidelity…

Machine Learning · Computer Science 2023-01-05 Osama Maqbool , Jürgen Roßmann

Lots of bio-inspired research works have been conducted in self-adaptive software. They have focused on the external behavior of biological entities without their genetic material that causes this behavior and constitutes the challenge this…

Software Engineering · Computer Science 2019-04-30 Enas Nafar , Said Ghoul

Deep Neural Networks (DNNs) are increasingly deployed across applications. However, ensuring their reliability remains a challenge, and in many situations, alternative models with similar functionality and accuracy are available.…

Computer Vision and Pattern Recognition · Computer Science 2025-09-18 Zohreh Aghababaeyan , Manel Abdellatif , Lionel Briand , Ramesh S

We consider the problem of falsifying safety requirements of Cyber-Physical Systems expressed in signal temporal logic (STL). This problem can be turned into an optimization problem via STL robustness functions. In this paper, our focus is…

Software Engineering · Computer Science 2022-05-24 Jarkko Peltomäki , Ivan Porres

The Abstraction and Reasoning Corpus remains one of the most compelling and challenging benchmarks for tracking progress toward achieving Artificial General Intelligence. In contrast to other evaluation datasets designed to assess an…

Artificial Intelligence · Computer Science 2025-11-05 Michael D. Moffitt

Application of Unmanned Aerial Vehicles (UAVs) in search and rescue, emergency management, and law enforcement has gained traction with the advent of low-cost platforms and sensor payloads. The emergence of hybrid neural and symbolic AI…

Robotics · Computer Science 2024-09-11 Hambisa Keno , Nicholas J. Pioch , Christopher Guagliano , Timothy H. Chung

[Context:] Model-based testing is an instrument for automated generation of test cases. It requires identifying requirements in documents, understanding them syntactically and semantically, and then translating them into a test model. One…

Software Engineering · Computer Science 2019-08-26 Jannik Fischbach , Maximilian Junker , Andreas Vogelsang , Dietmar Freudenstein

Maintaining reliable UI test suites in large-scale enterprise applications is a persistent and costly challenge. We present an industrial case study of a multi-agent autonomous testing system evaluated using anonymized execution data from a…

Software Engineering · Computer Science 2026-05-05 Hyukjoo Lee

A reliable executable environment is the foundation for ensuring that large language models solve software engineering tasks. Due to the complex and tedious construction process, large-scale configuration is relatively inefficient. However,…

Software Engineering · Computer Science 2026-01-26 Xinshuai Guo , Jiayi Kuang , Linyue Pan , Yinghui Li , Yangning Li , Hai-Tao Zheng , Ying Shen , Di Yin , Xing Sun

This article discusses a new technique to automatically generate test cases for object oriented programs. At the state of the art, the problem of generating adequate sets of complete test cases has not been satisfactorily solved yet. There…

Software Engineering · Computer Science 2020-05-20 Matteo Modonato

Cyber-Physical Systems (CPS) continuously interact with their physical environments through software controllers that observe the environments and determine actions. Engineers can verify to what extent the CPS under analysis can achieve…

Software Engineering · Computer Science 2022-04-15 Yong-Jun Shin , Donghwan Shin , Doo-Hwan Bae