Machine Learning Algorithms & Natural Language Processing

Aug 18, 2026 · Artificial Intelligence

Survey of Autonomous Research Agents: AI Scientists and the Verification Gap

This survey audits 35 autonomous research agent systems, revealing that while code release is common, reproducible evidence, novelty validation, execution traces, and external verification loops remain scarce, and it proposes a reviewer‑focused reporting checklist to close the verification gap.