Empirica: a virtual lab for high-throughput macro-level experiments
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Abstract (arXiv)
Virtual labs allow researchers to design high-throughput and macro-level experiments that are not feasible in traditional in-person physical lab settings. Despite the increasing popularity of online research, researchers still face many technical and logistical barriers when designing and deploying virtual lab experiments. While several platforms exist to facilitate the development of virtual lab experiments, they typically present researchers with a stark trade-off between usability and functionality. We introduce Empirica: a modular virtual lab that offers a solution to the usability-functionality trade-off by employing a "flexible defaults" design strategy. This strategy enables us to maintain complete "build anything" flexibility while offering a development platform that is accessible to novice programmers. Empirica's architecture is designed to allow for parameterizable experimental designs, reusable protocols, and rapid development. These features will increase the accessibility of virtual lab experiments, remove barriers to innovation in experiment design, and enable rapid progress in the understanding of distributed human computation.
Key facts. Cited by 16 papers in the map (data through 7 Oct 2026). First posted on arXiv 19 Jun 2020.
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Citing papers per year: 2021: 1; 2022: 0; 2023: 1; 2024: 2; 2025: 6; 2026: 6.
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- 2024CoGen: Learning from Feedback with Coupled Comprehension and Generationcited by 7
- 2025Shoot First, Ask Questions Later? Building Rational Agents that Explore and Act Like Peoplecited by 7
- 2024Retrospective Learning from Interactionscited by 6
- 2021Will We Trust What We Don't Understand? Impact of Model Interpretability and Outcome Feedback on Trust in AIcited by 5
- 2025Bias in the Loop: How Humans Evaluate AI-Generated Suggestionscited by 4
- 2025Through the Lens of Human-Human Collaboration: A Configurable Research Platform for Exploring Human-Agent Collaborationcited by 4
- 2023Semantic uncertainty guides the extension of conventions to new referentscited by 2
- 2025Deliberate Lab: A Platform for Real-Time Human-AI Social Experimentscited by 2
- 2026Overreliance on AI in Information-seeking from Video Contentcited by 1
- 2025Epitome: Pioneering an Experimental Platform for AI-Social Science Integrationcited by 0
- 2025Ad hoc conventions generalize to new referentscited by 0
- 2026VIRENA: Virtual Arena for Research, Education, and Democratic Innovationcited by 0
4 more
- 2026LLM Wardens: Mitigating Adversarial Persuasion with Third-Party Conversational Oversightcited by 0
- 2026TRAIL: A Platform for Configurable Human--AI Teaming Experimentscited by 0
- 2026Pairit: A Platform for Live Experiments on Human-AI Collaborationcited by 0
- 2026Gricea: An Open Science Platform for Conversational AI Researchcited by 0
- 2026Gricea: An Open Science Platform for Conversational AI Research18 Sep 2026
- 2026Pairit: A Platform for Live Experiments on Human-AI Collaboration9 Sep 2026
- 2026TRAIL: A Platform for Configurable Human--AI Teaming Experiments13 Jul 2026
- 2026LLM Wardens: Mitigating Adversarial Persuasion with Third-Party Conversational Oversight8 May 2026
- 2026Overreliance on AI in Information-seeking from Video Content20 Mar 2026
- 2026VIRENA: Virtual Arena for Research, Education, and Democratic Innovation12 Feb 2026
- 2025Shoot First, Ask Questions Later? Building Rational Agents that Explore and Act Like People23 Oct 2025
- 2025Deliberate Lab: A Platform for Real-Time Human-AI Social Experiments14 Oct 2025
- 2025Through the Lens of Human-Human Collaboration: A Configurable Research Platform for Exploring Human-Agent Collaboration22 Sep 2025
- 2025Bias in the Loop: How Humans Evaluate AI-Generated Suggestions10 Sep 2025
- 2025Ad hoc conventions generalize to new referents6 Sep 2025
- 2025Epitome: Pioneering an Experimental Platform for AI-Social Science Integration30 Jun 2025
4 more
- 2024Retrospective Learning from Interactions17 Oct 2024
- 2024CoGen: Learning from Feedback with Coupled Comprehension and Generation28 Aug 2024
- 2023Semantic uncertainty guides the extension of conventions to new referents11 May 2023
- 2021Will We Trust What We Don't Understand? Impact of Model Interpretability and Outcome Feedback on Trust in AI16 Nov 2021
- 2024CoGen: Learning from Feedback with Coupled Comprehension and Generationcited by 7
- 2024Retrospective Learning from Interactionscited by 6
- 2021Will We Trust What We Don't Understand? Impact of Model Interpretability and Outcome Feedback on Trust in AIcited by 5
- 2025Bias in the Loop: How Humans Evaluate AI-Generated Suggestionscited by 4
- 2023Semantic uncertainty guides the extension of conventions to new referentscited by 2
- 2025Deliberate Lab: A Platform for Real-Time Human-AI Social Experimentscited by 2
- 2026Overreliance on AI in Information-seeking from Video Contentcited by 1
- 2025Epitome: Pioneering an Experimental Platform for AI-Social Science Integrationcited by 0
- 2025Ad hoc conventions generalize to new referentscited by 0
- 2026VIRENA: Virtual Arena for Research, Education, and Democratic Innovationcited by 0
- 2026LLM Wardens: Mitigating Adversarial Persuasion with Third-Party Conversational Oversightcited by 0
- 2026TRAIL: A Platform for Configurable Human--AI Teaming Experimentscited by 0
12 most cited of 14 All 14 (JSON)
- 2026Gricea: An Open Science Platform for Conversational AI Research18 Sep 2026
- 2026Pairit: A Platform for Live Experiments on Human-AI Collaboration9 Sep 2026
- 2026TRAIL: A Platform for Configurable Human--AI Teaming Experiments13 Jul 2026
- 2026LLM Wardens: Mitigating Adversarial Persuasion with Third-Party Conversational Oversight8 May 2026
- 2026Overreliance on AI in Information-seeking from Video Content20 Mar 2026
- 2026VIRENA: Virtual Arena for Research, Education, and Democratic Innovation12 Feb 2026
- 2025Deliberate Lab: A Platform for Real-Time Human-AI Social Experiments14 Oct 2025
- 2025Bias in the Loop: How Humans Evaluate AI-Generated Suggestions10 Sep 2025
- 2025Ad hoc conventions generalize to new referents6 Sep 2025
- 2025Epitome: Pioneering an Experimental Platform for AI-Social Science Integration30 Jun 2025
- 2024Retrospective Learning from Interactions17 Oct 2024
- 2024CoGen: Learning from Feedback with Coupled Comprehension and Generation28 Aug 2024
12 newest of 14 All 14 (JSON)