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20072026
most citedSystematic Literature Review of Validation Methods for AI Systems

140 citations · 645 across the 79 of their papers we have counts for

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41 papers · 1 filter

cs.SE2026

An Autonomy Aware Metamodel for Human AI Collaboration in Software Engineering

Md Mahade Hasan, Md Toufique Hasan, Zheying Zhang +5

Artificial Intelligence (AI) is shifting software engineering from tool-supported processes towards AI-first collaboration, where authority is dynamically distributed across human…

cs.SE2026

Epic-Organized vs. Requirement-Aligned Gherkin: An Empirical Evaluation of LLM-Based Acceptance Criteria Generation

Shahbaz Siddeeq, Mateen Abbasi, Jussi Rasku +4

Automated authoring of Gherkin Behavior-Driven Development (BDD) acceptance criteria remains a manual bottleneck in requirements engineering. This study investigates whether epic-o…

cs.SE2026

TDD Governance for Multi-Agent Code Generation via Prompt Engineering

Tarlan Hasanli, Shahbaz Siddeeq, Bishwash Khanal +3

Large language models (LLMs) accelerate software development but often exhibit instability, non-determinism, and weak adherence to development discipline in unconstrained workflows…

cs.SE2026

Shift-Up: A Framework for Software Engineering Guardrails in AI-native Software Development -- Initial Findings

Petrus Lipsanen, Liisa Rannikko, François Christophe +3

Generative AI (GenAI) is reshaping software engineering by shifting development from manual coding toward agent-driven implementation. While vibe coding promises rapid prototyping,…

cs.SE2026

Carbon-Aware Governance Gates: An Architecture for Sustainable GenAI Development

Mateen A. Abbasi, Tommi J. Mikkonen, Petri J. Ihantola +3

The rapid adoption of Generative AI (GenAI) in the software development life cycle (SDLC) increases computational demand, which can raise the carbon footprint of development activi…

cs.SE2025

A Systematic Mapping Study on Risks and Vulnerabilities in Software Containers

Maha Sroor, Teerath Das, Rahul Mohanani +1

Software containers are widely adopted for developing and deploying software applications. Despite their popularity, major security concerns arise during container development and…