Recent advancements in auto-research systems have shown promise in generating complete academic papers, but quality and acceptance in top-tier venues remain significant challenges. The ResearchArena study reveals that while some AI-generated papers appear competitive, they often lack experimental rigor and fail to meet acceptance criteria.