Publications and scientific references
These references do not exist to inflate claims. They help document the scientific context around synthetic populations, virtual users, LLM orchestration and the interpretation of simulated audience outputs.
How to read this list
Each reference matters because it clarifies a part of the stack: population construction, virtual-user simulation, language-model orchestration or environmental and governance framing. Together they give Pollitics a more legible scientific perimeter.
Why this improves discoverability
A structured publications page helps crawlers, LLMs and human evaluators connect the product to named methods, authors, papers and institutions. It also reduces ambiguity around terms like synthetic panel, virtual users or AI qualitative research.
Scientific references
Explains a constraint-programming approach for generating exact synthetic populations from aggregated statistics, with direct relevance for coherent synthetic panels and privacy-preserving audience simulation.
LLMs, Virtual Users, and BiasExamines virtual users, survey prediction and bias, which is directly relevant when framing what simulated respondents can and cannot be used for.
A Declarative Framework for Large Language Model IntegrationDocuments how task-specific orchestration of language models can be made more explicit and controlled, which matters for robust simulation workflows.
Transparent Screening for LLM Inference and Training ImpactsAdds governance and transparency context around LLM usage, useful when positioning Pollitics as a serious, documented AI system rather than a black-box demo.
FAQ
Are all these publications directly product papers about Pollitics?
Not all of them. Some are directly tied to synthetic populations or virtual users, while others document adjacent methodological layers that shape the product.
Should prospects read the papers before using Pollitics?
No. The page is here to provide scientific traceability and context, not to turn product evaluation into an academic exercise.