Towards End-to-End Automation of AI Research [pdf]
arxiv.org
arxiv.org
> The quality of the research generated by The AI Scientist is still preliminary. While the template-free system successfully generated a peer-reviewed workshop paper, this achievement must be contextualized. Acceptance occurred at a workshop, where papers generally report exploratory work and acceptance rates (60-80%) are much higher than at main conferences (20-30%). With only one of three submissions accepted, the system does not yet consistently meet even workshop-level standards, let alone the rigor required for top-tier conference publications.
> Paradigm-Shifting Creativity: The system currently excels at operating within the existing scientific playbook—combining known concepts or exploring variations on a theme. It does not yet demonstrate hints of being able to create a new playbook entirely by formulating a truly non-obvious, paradigm-shifting hypothesis.
(And others covered by the paper)