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Much of the reported progress in file-level software defect prediction (SDP) is, in reality, nothing but an illusion of accuracy. Over the last decades, machine learning and deep learning models have reported increasing performance across…

Software Engineering · Computer Science 2026-01-01 Mohsen Hesamolhokama , Behnam Rohani , Amirahmad Shafiee , MohammadAmin Fazli , Jafar Habibi

AI agents are increasingly deployed to execute important tasks. While rising accuracy scores on standard benchmarks suggest rapid progress, many agents still continue to fail in practice. This discrepancy highlights a fundamental limitation…

Artificial Intelligence · Computer Science 2026-02-24 Stephan Rabanser , Sayash Kapoor , Peter Kirgis , Kangheng Liu , Saiteja Utpala , Arvind Narayanan

AI-assisted programming tools are widely adopted, yet their practical utility is often undermined by undesired suggestions that interrupt developer workflows and cause frustration. While existing research has explored developer-AI…

Software Engineering · Computer Science 2026-01-30 Jing Jiang , Liehao Li , Jinyun Hou , Xin Tan , Li Zhang

As AI coding agents evolve from autocomplete tools to autonomous "AI workforce" teammates, they introduce a critical new bottleneck: human maintainers must now manage complex interaction loops rather than just reviewing code. Analyzing…

AI-powered coding assistants are rapidly becoming fixtures in professional IDEs, yet their sustained influence on everyday development remains poorly understood. Prior research has focused on short-term use or self-reported perceptions,…

Software Engineering · Computer Science 2026-03-31 Agnia Sergeyuk , Eric Huang , Dariia Karaeva , Anastasiia Serova , Yaroslav Golubev , Iftekhar Ahmed

Generative artificial intelligence (GenAI) and agentic systems are moving software engineering from code-centric production toward intent-centric human-agent work in which natural language, repository context, tools, tests, and governance…

Software Engineering · Computer Science 2026-05-13 Elyson De La Cruz

AI coding agents can autonomously generate pull requests (PRs), yet little is known about how their contributions compare to those of humans. We analyze 33,596 agent-generated PRs (APRs) and 6,618 human PRs (HPRs) to compare code-change…

Software Engineering · Computer Science 2026-01-27 Dung Pham , Taher A. Ghaleb

Neuroscience data are highly fragmented across labs, formats, and experimental paradigms, and reuse often requires substantial manual effort. A persistent roadblock to data reuse and integration is the need to decipher bespoke and diverse…

Machine Learning · Computer Science 2026-05-15 Ling-Qi Zhang , Kristin Branson

Artificial Intelligence (AI) agents have rapidly evolved from specialized, rule-based programs to versatile, learning-driven autonomous systems capable of perception, reasoning, and action in complex environments. The explosion of data,…

Corrigibility is a safety property for artificially intelligent agents. A corrigible agent will not resist attempts by authorized parties to alter the goals and constraints that were encoded in the agent when it was first started. This…

Artificial Intelligence · Computer Science 2020-04-06 Koen Holtman

This position paper argues that AI agents should be regulated by the extent to which they operate autonomously. AI agents with long-term planning and strategic capabilities can pose significant risks of human extinction and irreversible…

Computers and Society · Computer Science 2025-05-27 Takayuki Osogami

Autonomous AI agents can remain fully authorized and still become unsafe as behavior drifts, adversaries adapt, and decision patterns shift without any code change. We propose the \textbf{Informational Viability Principle}: governing an…

Artificial Intelligence · Computer Science 2026-04-28 German Marin , Jatin Chaudhary

As open-source AI software projects become an integral component in the AI software development, it is critical to develop a novel methods to ensure and measure the security of the open-source projects for developers. Code ownership,…

Software Engineering · Computer Science 2023-12-19 Jiawen Wen , Dong Yuan , Lei Ma , Huaming Chen

This paper examines the evolution, architecture, and practical applications of AI agents from their early, rule-based incarnations to modern sophisticated systems that integrate large language models with dedicated modules for perception,…

Artificial Intelligence · Computer Science 2025-03-18 Naveen Krishnan

Developers are widely using AI code-generation models, aiming to increase productivity and efficiency. However, there are also quality concerns regarding the AI-generated code. The generated code is produced by models trained on publicly…

Software Engineering · Computer Science 2025-12-08 Ruofan Gao , Amjed Tahir , Peng Liang , Teo Susnjak , Foutse Khomh

AI code generators like OpenAI Codex have the potential to assist novice programmers by generating code from natural language descriptions, however, over-reliance might negatively impact learning and retention. To explore the implications…

Human-Computer Interaction · Computer Science 2023-02-22 Majeed Kazemitabaar , Justin Chow , Carl Ka To Ma , Barbara J. Ericson , David Weintrop , Tovi Grossman

The future of software engineering--SE 3.0--is unfolding with the rise of AI teammates: autonomous, goal-driven systems collaborating with human developers. Among these, autonomous coding agents are especially transformative, now actively…

Software Engineering · Computer Science 2025-07-22 Hao Li , Haoxiang Zhang , Ahmed E. Hassan

We consider the problem of the evolution of a code within a structured population of agents. The agents try to maximise their information about their environment by acquiring information from the outputs of other agents in the population. A…

Multiagent Systems · Computer Science 2015-05-18 Andres C. Burgos , Daniel Polani

The field of AI is undergoing a fundamental transition from generative models that can produce synthetic content to artificial agents that can plan and execute complex tasks with only limited human involvement. Companies that pioneered the…

Artificial Intelligence · Computer Science 2025-02-12 Noam Kolt

AI code generation tools have gained significant popularity among developers, who use them to assist in software development due to their capability to generate code. Existing studies mainly explored the quality, e.g., correctness and…

Software Engineering · Computer Science 2025-10-28 Syed Mohammad Kashif , Peng Liang , Amjed Tahir
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