Science One Framework: A verifiable autonomous research framework via Chain-of-Evidence

The Science One Framework introduces a Chain-of-Evidence (CoE) approach to ensure verifiability in AI-driven scientific research. It prevents errors like phantom citations and misaligned methods by maintaining evidence chains and auditing AI-generated papers against their code and data. This framework outperforms existing systems on benchmarks such as MLE-Bench and Parameter-Golf.