AI Agent

What an Autonomous Agent Discovers About Molecular Transformer Design: Does It Transfer?

自主代理在分子变换器设计中发现什么：它是否能够迁移？

Edward Wijaya

专题命中 工具调用 ：agent(title,abstract)；autonomous agent(title)；分类 cs.AI

AI总结 研究通过自主架构搜索测试分子序列是否受益于不同设计，发现SMILES序列优化学习率优于搜索，自然语言改进显著，蛋白质居中，不同领域创新可迁移，表明差异源于搜索路径而非生物学需求。

Comments arXiv admin comment: This version has been removed by arXiv administrators as the submitter did not have the rights to agree to the license at the time of submission

Beyond SMILES: Evaluating Agentic Systems for Drug Discovery

超越SMILES：评估药物发现中的代理系统

Edward Wijaya

专题命中 规划决策 ：agentic(title,abstract)；planning(abstract)

AI总结 评估药物发现代理系统在肽药物、体内药理学和资源受限环境中的泛化能力，发现五个能力缺口，并提出下一代框架的设计要求和能力矩阵。

Comments arXiv admin comment: This version has been removed by arXiv administrators as the submitter did not have the rights to agree to the license at the time of submission