An Ontology of Dark Patterns Knowledge: Foundations, Definitions, and a Pathway for Shared Knowledge-Building
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Abstract (arXiv)
Deceptive and coercive design practices are increasingly used by companies to extract profit, harvest data, and limit consumer choice. Dark patterns represent the most common contemporary amalgamation of these problematic practices, connecting designers, technologists, scholars, regulators, and legal professionals in transdisciplinary dialogue. However, a lack of universally accepted definitions across the academic, legislative and regulatory space has likely limited the impact that scholarship on dark patterns might have in supporting sanctions and evolved design practices. In this paper, we seek to support the development of a shared language of dark patterns, harmonizing ten existing regulatory and academic taxonomies of dark patterns and proposing a three-level ontology with standardized definitions for 65 synthesized dark patterns types across low-, meso-, and high-level patterns. We illustrate how this ontology can support translational research and regulatory action, including pathways to extend our initial types through new empirical work and map across application domains.
Key facts. Cited by 14 papers in the map (data through 7 Oct 2026). First posted on arXiv 18 Sep 2023.
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Citing papers per year: 2024: 2; 2025: 6; 2026: 6.
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- 2024Knowledge Mechanisms in Large Language Models: A Survey and Perspectivecited by 50
- 2025Dark Patterns Meet GUI Agents: LLM Agent Susceptibility to Manipulative Interfaces and the Role of Human Oversightcited by 15
- 2025Investigating the Impact of Dark Patterns on LLM-Based Web Agentscited by 13
- 2025SusBench: An Online Benchmark for Evaluating Dark Pattern Susceptibility of Computer-Use Agentscited by 8
- 2026Comparing Human Oversight Strategies for Computer-Use Agentscited by 6
- 2024Designing AI Personalities: Enhancing Human-Agent Interaction Through Thoughtful Persona Designcited by 5
- 2025Personas Evolved: Designing Ethical LLM-Based Conversational Agent Personalitiescited by 2
- 2025Imposing AI: Deceptive design patterns against sustainabilitycited by 2
- 2026"I Strongly Suspect This Website Is a Scam": Benchmarking PII Leakage and Detection without Defense in Autonomous Web Agentscited by 1
- 2025Deception at Scale: Deceptive Designs in 1K LLM-Generated Ecommerce Componentscited by 0
- 2026The Global Landscape of Environmental AI Regulation: From the Cost of Reasoning to a Right to Green AIcited by 0
- 2026On the Suitability of LLM-Driven Agents for Dark Pattern Auditscited by 0
- 2026Learning to Detect UI Principle Violations via Reinforcement Learning22 Jul 2026
- 2026"I Strongly Suspect This Website Is a Scam": Benchmarking PII Leakage and Detection without Defense in Autonomous Web Agents30 May 2026
- 2026TourMart: A Parametric Audit Instrument for Commission Steering in LLM Travel Agents11 May 2026
- 2026Comparing Human Oversight Strategies for Computer-Use Agents6 Apr 2026
- 2026On the Suitability of LLM-Driven Agents for Dark Pattern Audits4 Mar 2026
- 2026The Global Landscape of Environmental AI Regulation: From the Cost of Reasoning to a Right to Green AI10 Feb 2026
- 2025Investigating the Impact of Dark Patterns on LLM-Based Web Agents20 Oct 2025
- 2025SusBench: An Online Benchmark for Evaluating Dark Pattern Susceptibility of Computer-Use Agents13 Oct 2025
- 2025Dark Patterns Meet GUI Agents: LLM Agent Susceptibility to Manipulative Interfaces and the Role of Human Oversight12 Sep 2025
- 2025Imposing AI: Deceptive design patterns against sustainability12 Aug 2025
- 2025Personas Evolved: Designing Ethical LLM-Based Conversational Agent Personalities27 Feb 2025
- 2025Deception at Scale: Deceptive Designs in 1K LLM-Generated Ecommerce Components19 Feb 2025
- 2025Dark Patterns Meet GUI Agents: LLM Agent Susceptibility to Manipulative Interfaces and the Role of Human Oversightcited by 15
- 2025Investigating the Impact of Dark Patterns on LLM-Based Web Agentscited by 13
- 2025SusBench: An Online Benchmark for Evaluating Dark Pattern Susceptibility of Computer-Use Agentscited by 8
- 2026Comparing Human Oversight Strategies for Computer-Use Agentscited by 6
- 2025Personas Evolved: Designing Ethical LLM-Based Conversational Agent Personalitiescited by 2
- 2026"I Strongly Suspect This Website Is a Scam": Benchmarking PII Leakage and Detection without Defense in Autonomous Web Agentscited by 1
- 2026On the Suitability of LLM-Driven Agents for Dark Pattern Auditscited by 0
- 2026TourMart: A Parametric Audit Instrument for Commission Steering in LLM Travel Agentscited by 0
- 2026"I Strongly Suspect This Website Is a Scam": Benchmarking PII Leakage and Detection without Defense in Autonomous Web Agents30 May 2026
- 2026TourMart: A Parametric Audit Instrument for Commission Steering in LLM Travel Agents11 May 2026
- 2026Comparing Human Oversight Strategies for Computer-Use Agents6 Apr 2026
- 2026On the Suitability of LLM-Driven Agents for Dark Pattern Audits4 Mar 2026
- 2025Investigating the Impact of Dark Patterns on LLM-Based Web Agents20 Oct 2025
- 2025SusBench: An Online Benchmark for Evaluating Dark Pattern Susceptibility of Computer-Use Agents13 Oct 2025
- 2025Dark Patterns Meet GUI Agents: LLM Agent Susceptibility to Manipulative Interfaces and the Role of Human Oversight12 Sep 2025
- 2025Personas Evolved: Designing Ethical LLM-Based Conversational Agent Personalities27 Feb 2025
- 2024Knowledge Mechanisms in Large Language Models: A Survey and Perspectivecited by 50
- 2024Designing AI Personalities: Enhancing Human-Agent Interaction Through Thoughtful Persona Designcited by 5
- 2025Imposing AI: Deceptive design patterns against sustainabilitycited by 2
- 2025Deception at Scale: Deceptive Designs in 1K LLM-Generated Ecommerce Componentscited by 0
- 2026The Global Landscape of Environmental AI Regulation: From the Cost of Reasoning to a Right to Green AIcited by 0
- 2026The Global Landscape of Environmental AI Regulation: From the Cost of Reasoning to a Right to Green AI10 Feb 2026
- 2025Imposing AI: Deceptive design patterns against sustainability12 Aug 2025
- 2025Deception at Scale: Deceptive Designs in 1K LLM-Generated Ecommerce Components19 Feb 2025
- 2024Designing AI Personalities: Enhancing Human-Agent Interaction Through Thoughtful Persona Design30 Oct 2024
- 2024Knowledge Mechanisms in Large Language Models: A Survey and Perspective22 Jul 2024