Year: 2025
Type: preprint
Abstract: We present comprehensive experimental validation of the Goal Genesis Existence Theorem, demonstrating emergent goal formation in multi-agent systems through rigorous statistical analysis across 150+ independent trials. Our framework establishes mathematical foundations for goal emergence with formal convergence guarantees, validated through extensive empirical evaluation across varying system configurations, scales (3-25 agents), and agent population compositions. Results demonstrate 100% goal emergence success with statistical significance p < 0.001, confirming theoretical predictions while revealing scalability patterns and robustness properties. The work provides both theoretical contributions and practical validation for emergent goal formation in distributed autonomous systems.
Author: Ranadhir Ghosh
Language: English
Subfield: Artificial Intelligence
Field: Computer Science
Domain: Physical Sciences
Open Access status: gold
OpenAlex ID: W4414092014