mlsanityData to 13 Oct 2026

Automated Code Fix Suggestions for Accessibility Issues in Mobile Apps

arXiv 2408.03827 ↗First posted 7 Aug 2024cs.SE cs.AI cs.HCcited by 2

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Abstract (arXiv)

Accessibility is crucial for inclusive app usability, yet developers often struggle to identify and fix app accessibility issues due to a lack of awareness, expertise, and inadequate tools. Current accessibility testing tools can identify accessibility issues but may not always provide guidance on how to address them. We introduce FixAlly, an automated tool designed to suggest source code fixes for accessibility issues detected by automated accessibility scanners. FixAlly employs a multi-agent LLM architecture to generate fix strategies, localize issues within the source code, and propose code modification suggestions to fix the accessibility issue. Our empirical study demonstrates FixAlly's capability in suggesting fixes that resolve issues found by accessibility scanners -- with an effectiveness of 77% in generating plausible fix suggestions -- and our survey of 12 iOS developers finds they would be willing to accept 69.4% of evaluated fix suggestions.

Key facts. Cited by 2 papers in the map (data through 13 Oct 2026). Builds on 15 of its 49 references that are in the map. First posted on arXiv 7 Aug 2024.

Builds on

15 of 49 references.

References · 15

  1. 2023Reflexion: Language Agents with Verbal Reinforcement Learningcited by 4,156
  2. 2023SWE-bench: Can Language Models Resolve Real-World GitHub Issues?cited by 3,274
  3. 2024SWE-agent: Agent-Computer Interfaces Enable Automated Software Engineeringcited by 1,676
  4. 2024AutoCodeRover: Autonomous Program Improvementcited by 274
  5. 2024RepairAgent: An Autonomous, LLM-Based Agent for Program Repaircited by 229
  6. 2024MAGIS: LLM-Based Multi-Agent Framework for GitHub Issue Resolutioncited by 132
  7. 2024CodeR: Issue Resolving with Multi-Agent and Task Graphscited by 91
  8. 2021Screen Recognition: Creating Accessibility Metadata for Mobile Applications from Pixelscited by 57
  9. 2021Applying CodeBERT for Automated Program Repair of Java Simple Bugscited by 44
  10. 2023RAP-Gen: Retrieval-Augmented Patch Generation with CodeT5 for Automatic Program Repaircited by 44
  11. 2024A Systematic Literature Review on Large Language Models for Automated Program Repaircited by 37
  12. 2021Accessibility in Software Practice: A Practitioner's Perspectivecited by 8
3 more
  1. 2023Towards Automated Accessibility Report Generation for Mobile Appscited by 5
  2. 2023Automated and Context-Aware Repair of Color-Related Accessibility Issues for Android Appscited by 3
  3. 2024ACCESS: Prompt Engineering for Automated Web Accessibility Violation Correctionscited by 3

Built on by

Cited by year

Citing papers per year: 2025: 2.

2 papers.

Similar, not cited

Close in wording, no citation either way

  1. 2025TaskAudit: Detecting Functiona11ity Errors in Mobile Apps via Agentic Task Execution
  2. 2026LLM Based Web Accessibility Repair: An Empirical Study of Detection, Remediation, and Cost
  3. 2024Does GenAI Make Usability Testing Obsolete?
  4. 2025From Code to Compliance: Assessing ChatGPT's Utility in Designing an Accessible Webpage -- A Case Study
  5. 2026Agentic Web Accessibility Auditing: A Criterion-Specific Framework for Translating WCAG Requirements into Assessments
  6. 2025Early Accessibility: Automating Alt-Text Generation for UI Icons During App Development ↗
  7. 2026From Blind Edits to Verified Repair: Building Trustworthy User-Side LLM Agents for Web Accessibility
  8. 2025TransBench: Breaking Barriers for Transferable Graphical User Interface Agents in Dynamic Digital Environments