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Google DeepMind 展示如何利用其 agentic 开发平台 Google Antigravity 加速抗菌肽(AMP)的发现流程,结合 ProtNLM 蛋白质功能预测模型从 UniProt 未注释序列中筛选出新型抗菌肽候选物,目前正在湿实验验证阶段。
CliffRank is a dual-branch framework that combines absolute-activity regression with Pairwise Preference Consistency loss for activity-cliff ranking prediction, achieving top performance on antimicrobial peptide and small-molecule datasets.