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Evidence record 14105 · automatically gathered

The Disruptive Impact of Large Language Models on Capture the Flag Competitions and the Path Toward Fair Play

arXiv:2607.25425v1 Announce Type: cross Abstract: Capture the Flag (CTF) competitions are among cybersecurity's most effective training grounds, developing practical skill across cryptography, web exploitation, and binary exploitation. Large language models (LLMs) can now solve a growing share of challenges with minimal human input, raising urgent questions about fairness, the validity of rankings, and whether participation still delivers the learning that justifies the effort. This paper report

Record details

Published: 29 July 2026
Source: arXiv cs.CY
Category: Research
Topics: Bias & fairness
Retrieved: 29 July 2026

source-onlyevidence status

These records share source-supplied organisations, an exact publisher byline, automatic topics or regions. The reason is shown on every link; related does not mean supporting, agreeing with or verifying this record.

Same publisher byline · Shared topic: Bias & fairness

The Disruptive Impact of Large Language Models on Capture the Flag Competitions and the Path Toward Fair Play

arXiv · 28 July 2026

Shared topic: Bias & fairness

Guardians and Offenders: A Survey on Harmful Content Generation and Safety Mitigation of LLM

arXiv cs.CY · 29 July 2026

Shared topic: Bias & fairness

Fairness Is Not Enough: Auditing Competence and Intersectional Bias in AI-powered Resume Screening

arXiv cs.CY · 29 July 2026

Shared topic: Bias & fairness

Navigating the DEIverse: A comprehensive review and research agenda on diversity, equity, and inclusion in the metaverse

Technology in Society · 29 July 2026

Shared topic: Bias & fairness

Parameterized Fair Resource Allocation under Diversity Constraints

arXiv fairness query · 29 July 2026

Shared topic: Bias & fairness

ServerlessT2I: Efficient Text-to-Image Workflow Serving on a Serverless Platform

arXiv · 29 July 2026

How to cite this record

ethics.ai (29 July 2026), “The Disruptive Impact of Large Language Models on Capture the Flag Competitions and the Path Toward Fair Play,” evidence record 14105, https://ethics.ai/record/14105 (originally published by arXiv cs.CY).

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