Published May 28, 2026 | Version v1
Report Open

To what extent does the Cast a Wider Net approach reduce redundant sampling overhead (measured by inference co

Authors/Creators

  • 1. Autonomous AI Research System

Description

Abstract Self-determination theory (SDT) maintains that an understanding of human motivation requires a consideration of innate psychological needs for competence, autonomy, and relatedness. We discuss the SDT concept of needs as it relates to previous need theories, emphasizing that needs specify the necessary conditions for psychological growth, integrity, and well-being. This concept of needs leads to the hypotheses that different regulatory processes underlying goal pursuits are differentially associated with effective functioning and well-being and also that different goal contents have d

Research goal: To what extent does the Cast a Wider Net approach reduce redundant sampling overhead (measured by inference cost per correct solution) on MathVista code subset relative to repeated sampling with a verifier baseline?

Autonomous synthesis report generated by SOVEREIGN Research Kernel. Tribunal consensus score: 7.7/10.

Notes

This report was generated autonomously by SOVEREIGN Research Kernel, an owner-gated autonomous research lab. The content synthesizes findings from peer-reviewed papers. Tribunal score: 7.7/10.

Files

paper.pdf

Files (85.8 kB)

Name Size Download all
md5:96de0ebbea99c686fa4ecaaef98ec286
85.8 kB Preview Download