NCBI PubMed Central
open access
A large language model framework for sample-free population synthesis.
Conceptio Open Archive
Analyze & explore related research in Conceptio
Connect this record directly into your research workflow or AI agent. Explore citations across open repositories, query full text, and export structured proof bundles.
Checking your browser - reCAPTCHA Checking your browser before accessing pmc.ncbi.nlm.nih.gov ... Click here if you are not automatically redirected after 5 seconds.
Related documents
- Hypothesis Generation with Large Language Models#328720
- Demographic Pluralism: Inference-Time Modeling of Pluralistic Human Preference Distributions#1143156
- Adversarial Reframing: A Framework for Targeted Generation in Language Models#216742
- Towards Privacy-Preserving Large Language Model: Text-free Inference Through Alignment and Adaptation#2483
- Population Physics, Population Problems: Safety and Emergence in LLM Societies#1118944
Record · ID 255123 · SHA-256 e9474dd589ef2774
Retrieved via Conceptio: every document is proof-bundled with source, license, and retrieval metadata.
Retrieved via Conceptio: every document is proof-bundled with source, license, and retrieval metadata.
Bring this data into your agent: Connect via MCP or API · 20 free credits to start · no card required
Read the Docs → · View CLI source on GitHub · Conceptio Open Knowledge Archive
Read the Docs → · View CLI source on GitHub · Conceptio Open Knowledge Archive