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The development of Autonomous Vehicle (AV) has created a novel job, the safety driver, recruited from experienced drivers to supervise and operate AV in numerous driving missions. Safety drivers usually work with non-perfect AV in high-risk…

Human-Computer Interaction · Computer Science 2023-03-10 Mengdi Chu , Keyu Zong , Xin Shu , Jiangtao Gong , Zicong Lu , Kaimin Guo , Xinyi Dai , Guyue Zhou

The dominant paradigm for AI agents is an "on-the-fly" loop in which agents synthesize plans and execute actions within seconds or minutes in response to user prompts. We argue that this paradigm short-circuits disciplined software…

Cryptography and Security · Computer Science 2026-05-13 Roxana Geambasu , Mariana Raykova , Pierre Tholoniat , Trishita Tiwari , Lillian Tsai , Wen Zhang

Large Language Models (LLMs) show promise as planners for embodied AI, but their stochastic nature lacks formal reasoning, preventing strict safety guarantees for physical deployment. Current approaches often rely on unreliable LLMs for…

Artificial Intelligence · Computer Science 2026-04-30 Feiyu Wu , Xu Zheng , Yue Qu , Zhuocheng Wang , Zicheng Feng , Hui Li

Autonomous AI agents are deployed at unprecedented scale, yet no principled methodology exists for verifying that an agent has not regressed after changes to its prompts, tools, models, or orchestration logic. We present AgentAssay, the…

Artificial Intelligence · Computer Science 2026-03-04 Varun Pratap Bhardwaj

Generative AI is radically changing the creative arts, by fundamentally transforming the way we create and interact with cultural artefacts. While offering unprecedented opportunities for artistic expression and commercialisation, this…

Artificial Intelligence · Computer Science 2025-03-25 Jacopo de Berardinis , Lorenzo Porcaro , Albert Meroño-Peñuela , Angelo Cangelosi , Tess Buckley

As LLM-based applications reach millions of customers, ensuring their scalability and continuous quality improvement is critical for success. However, the current workflows for developing, maintaining, and operating (DevOps) these…

Generative artificial intelligence (GenAI) is shifting from conversational assistants toward agentic systems -- autonomous decision-making systems that sense, decide, and act within operational workflows. This shift creates an autonomy…

Machine Learning · Computer Science 2026-05-19 Tinglong Dai , David Simchi-Levi , Michelle Xiao Wu , Yao Xie

Sociotechnical requirements shape the governance of artificially intelligent (AI) systems. In an era where embodied AI technologies are rapidly reshaping various facets of contemporary society, their inherent dynamic adaptability presents a…

Computers and Society · Computer Science 2024-09-04 Georgios Bakirtzis , Andrea Aler Tubella , Andreas Theodorou , David Danks , Ufuk Topcu

Machine learning systems increasingly rely on open-source artifacts such as datasets and models that are created or hosted by other parties. The reliance on external datasets and pre-trained models exposes the system to supply chain attacks…

Cryptography and Security · Computer Science 2025-10-02 Andrew Gan , Zahra Ghodsi

Artificial intelligence systems have achieved remarkable capability in natural language processing, perception and decision-making tasks. However, their behaviour often remains opaque and difficult to verify, limiting their applicability in…

Software Engineering · Computer Science 2026-04-15 Arshad Beg , Diarmuid O'Donoghue , Rosemary Monahan

As AI systems enter institutional workflows, workers must decide whether to delegate task execution to AI and how much effort to invest in verifying AI outputs, while institutions evaluate workers using outcome-based standards that may…

Computer Science and Game Theory · Computer Science 2026-03-04 Lingxiao Huang , Wenyang Xiao , Nisheeth K. Vishnoi

The emergence of agentic artificial intelligence (AI) represents a fundamental transformation in financial markets, characterized by autonomous systems capable of reasoning, planning, and adaptive decision-making with minimal human…

Artificial Intelligence (AI) pipelines have become integral to modern research, supporting fields such as Medical Sciences, Agriculture, and Social Sciences, and enabling large-scale data analysis, predictive modeling, and the automation of…

Information Retrieval · Computer Science 2026-05-20 Hyacinth Ali , Jessie Galasso-Carbonnel , Houari Sahraoui

The development and deployment of safe and dependable AI models is crucial in applications where functional safety is a key concern. Given the rapid advancement in AI research and the relative novelty of the safe-AI domain, there is an…

Software Engineering · Computer Science 2025-03-21 Suzana Veljanovska , Hans Dermot Doran

Extending the capabilities of Large Language Models (LLMs) with functions or tools for environment interaction has led to the emergence of the agent paradigm. In industry, training an LLM is not always feasible because of the scarcity of…

Computation and Language · Computer Science 2025-01-14 Saptarshi Sengupta , Harsh Vashistha , Kristal Curtis , Akshay Mallipeddi , Abhinav Mathur , Joseph Ross , Liang Gou

Agentic data science (ADS) pipelines have grown rapidly in both capability and adoption, with systems such as OpenAI Codex now able to directly analyze datasets and produce answers to statistical questions. However, these systems can reach…

Artificial Intelligence · Computer Science 2026-04-14 Zachary T. Rewolinski , Austin V. Zane , Hao Huang , Chandan Singh , Chenglong Wang , Jianfeng Gao , Bin Yu

The primary goal of Design Verification (DV) is to ensure that a proposed chip design implementation (either in code, or physical form) exactly matches its specification and is free of functional errors in order to avoid costly re-designs.…

We develop a formal framework for automatic reasoning about the obligations of autonomous cyber-physical systems, including their social and ethical obligations. Obligations, permissions and prohibitions are distinct from a system's…

Artificial Intelligence · Computer Science 2021-05-07 Colin Shea-Blymyer , Houssam Abbas

Generative Artificial Intelligence (GenAI) is rapidly reshaping the global financial landscape, offering unprecedented opportunities to enhance customer engagement, automate complex workflows, and extract actionable insights from vast…

Cryptography and Security · Computer Science 2025-05-01 Bikash Saha , Nanda Rani , Sandeep Kumar Shukla

The rise of agentic AI workflows unlocks novel opportunities for computer systems design and optimization. However, for specialized domains such as program synthesis, the relative scarcity of HDL and proprietary EDA resources online…

Hardware Architecture · Computer Science 2025-09-25 Amulya Bhattaram , Janani Ramamoorthy , Ranit Gupta , Diana Marculescu , Dimitrios Stamoulis