This report synthesises findings from 13 peer-reviewed papers addressing the following research question: What is the impact of scaling model parameters on the anomaly detection accuracy of masked modeling versus contrastive objectives in time-series foundation models. 11 claims were extracted from source literature; 10 were independently verified against retrieved documents. An automated multi-reviewer quality assessment produced a score of 7.6/10. This report is a machine-generated literature synthesis and does not constitute original research. Research goal: What is the impact of scaling model parameters on the anomaly detection accuracy of masked modeling versus contrastive objectives in time-series foundation models? Autonomous literature synthesis. Automated review score: 7.6/10. Full text and citation available at Assignee Research.

Machine-generated literature synthesis. Content is derived from peer-reviewed papers; see individual sources for authoritative data. Automated review score: 7.6/10. Published by Assignee Research (https://assignee.net).