AI医械「立规」与国产资产「重估」并行：创新的入口正在前移
今日主题： 深读：脑机接口AI脑电数据集标准发布️ 政策：医保协议首设负面清单+51个创新器械获批 出海：Veracyte 1.
Algorithmic Arms Race: How AI-Driven Recruiting Met Automated Job Hunting
Text | Bao Bian， Author | Gao Ze， Editor | Xing Yun。Job seekers often feel their applications vanish into a corporate black hole， while hiring managers find themselves buried under mountains of identical resumes. This disconnect remains the classic conflict of corporate recruitment. In 2026， as the graduation season peaks and the autumn recruitment cycle begins early， this structural friction has not disappeared—but it has acquired a disruptive new variable.
北航类脑芯片团队提出混合概率逻辑计算机制（FPGA原型机已实现）
图4. 多项式z=x²+y²-2x+xy，x\y 是6-bit ，脉冲串长N=16: binary， BISC ， Deterministic ， and Hybrid stochastic computing.
癌症基因组图谱：放射科医师的肿瘤基因组医学指南
往期推荐：基于超声影像组学模型早期预测 HER2 阳性乳腺癌新辅助化疗治疗反应：一项双中心回顾性研究弥漫性吸烟相关肺病：影像-病理对照的洞见单次激发T2加权快速自旋回波成像较自由呼吸采集改善肝脏病灶定性基于双参数MRI的多中心多分类前列腺癌自动诊断框架审稿日记-一种用于某骨科疾病
勒索病毒应急响应自救手册
编写说明勒索病毒，是伴随数字货币兴起的一种新型病毒木马，通常以垃圾邮件、服务器入侵、网页挂马、捆绑软件等多种形式进行传播。机器一旦遭受勒索病毒攻击，将会使绝大多数文件被加密算法修改，并添加一个特殊的后缀，且用户无法读取原本正常的文件，对用户造成无法估量的损失。
《自然》（20230126出版）一周论文导读
Abstract:Decay of a particle into more particles is a ubiquitous phenomenon to interacting quantum systems， taking place in colliders， nuclear reactors or solids. In a nonlinear medium， even a single photon would decay by down-converting into lower-frequency photons with the same total energy， at a rate given by Fermi’s golden rule. However， the energy-conservation condition cannot be matched precisely if the medium is finite and only supports quantized modes. Here we implement such an experiment using a superconducting multimode cavity， the nonlinearity of which was tailored to strongly violate the photon-number conservation. The resulting interaction attempts to convert a single photon excitation into a shower of low-energy photons but fails owing to the many-body localization mechanism， which manifests as a striking spectral fine structure of multiparticle resonances at the standing-wave-mode frequencies of the cavity. Each resonance was identified as a many-body state of radiation composed of photons from a broad frequency range and not obeying Fermi’s golden rule theory. Our result introduces a new platform to explore the fundamentals of many-body localization without having to control many atoms or qubits.