Position: The ML Community Must Build an AI-Augmented Peer-Review Ecosystem 事件

Position: The ML Community Must Build an AI-Augmented Peer-Review Ecosystem arXiv:2506.08134v4 Announce Type: replace Abstract: Peer review, the bedrock of scientific advancement in machine learning (ML), is strained by a crisis of scale. Exponential growth in manuscript submissions to premier ML venues such as NeurIPS, ICML, and ICLR is outpacing the finite capacity of qualified reviewers, leading to concerns about review quality, consistency, and reviewer fatigue. This position paper argues t