Gemini Notebook 推出交互式学习概览
发布还在继续!用交互式学习概览提升你的学习体验——现已向所有用户开放!📓✨ 在报告功能下,将来源摘要与工作室产物无缝整合为一个交互式中心。非常适合学习,或一站式深入探索新主题。
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全部收录包含没有通过评分的资料,标题以常规字体显示并标为“未入选”,只供检索,不写入选理由。
发布还在继续!用交互式学习概览提升你的学习体验——现已向所有用户开放!📓✨ 在报告功能下,将来源摘要与工作室产物无缝整合为一个交互式中心。非常适合学习,或一站式深入探索新主题。
Amazon Bio Discovery 团队发布三篇抗体设计研究,分别针对结合强度排序、可开发性预测和端到端设计。其中 MochiBind 仅用序列预测抗体相对结合强度,在四个未见抗原上成对准确率均高于结构基线,平均领先近 10%,在 CPU 上约 13 秒可打分 20 万对抗体。
入选理由Amazon Bio Discovery 团队公开三篇抗体设计研究,含一篇经实验验证的纳米抗体发现,研究者可据此了解计算设计加湿实验闭环的完整流程。
Gemini Notebook(原 NotebookLM)宣布 Live Chat 已在移动端向所有 Ultra 用户全量开放,用户可与自己的笔记本进行实时语音对话,支持约 100 种语言。该功能由最新音频模型驱动,可围绕资料提问并获得分步指导,基本可免手操作。
微软研究院在 Nature 发表逆合成预测框架 RetroChimera,它把基于 Transformer 的 R-SMILES 2 与基于图神经网络的 NeuralLoc 两个子模型的排序结果用学习式集成策略合并,在常见与罕见反应类别上均表现较强。
入选理由RetroChimera 已开源并上线 Microsoft Foundry,化学与药物研究者可据此评估它能否接入现有的逆合成路线设计流程。
RAND 发布报告提出美国应以"自由行动"战略应对通往超级智能的不确定路径,核心是花钱保留选项,并归纳了共存、拒止、加速三类共七种原型策略及五项关键不确定性。另有研究人员在脑组织被刻意清除的幼鼠体内培育出部分人脑组织,用作研究平台。
Digital Science 在 AI in Drug Discovery hubXchange 2026 圆桌讨论中指出,LLM 擅长解析海量学术文献,却难以从表格、图像中提取数据,也难以识别论文的新颖性。
博士生 Arthur Wittenburg 用 SciSpace 在提交前审查已写好的学位论文,先以熟悉的文献综述测试,自评约 80–85% 的相关文献被识别,并称输出结构优于自己以往做法。SciSpace 将论文评估分为方法论、文献与整体三个视角,他把评估 PDF 分享给约 30–35 人的博士同侪。最受控的用法是接入 Zotero 库并限定只用库内来源,核查理论部分对文献与引文的解读是否一致。
Consensus 宣布与美国科学促进会(AAAS)达成合作,获授权对 Science、Science Advances、Science Immunology。
入选理由AAAS 将 Science 系列期刊全文授权给 AI 检索工具,研究者可借此观察出版商与 AI 平台的内容合作模式。
上海AI实验室在2026浦江创新论坛上发布书生多模态大模型S2(书生-S2),称其在知识、代码、智能体等通用能力上处于开源模型第一梯队,在Biology-Instructions。
入选理由上海AI实验室公开了书生-S2的权重与体验入口,并说明其可插拔专业记忆如何在不重训基座的情况下扩展学科能力,研究者可据此判断能否用于长程科研任务。
ScholarSeed AI Team 在 arXiv 发布预印本,提出 ScholarStack 分层研究资产框架,把论文集合编译为三层可复用、带版本与溯源信息的资产:L1 源文献事实、L2 领域组织、L3 跨论文限定范围综述,并通过统一访问接口按任务返回所需证据粒度的知识视图。
Ethan Mollick 在 One Useful Thing 撰文指出,GPT-6 Astra 和 Fable 5.1 已能可靠完成数周人类工作量,他用前者将 1977 年文字冒险游戏 Zork 改造成可玩的 3D 动作冒险游戏,并让后者依据视频和照片在 3D 中重建 Umberto Eco 约 5000 册藏书。
Google 扩大其 AI & Economy 研究项目,邀请 2025 年诺贝尔经济学奖得主 Philippe Aghion 担任学术顾问,多伦多大学 Ajay Agrawal 任访问研究员,并任命 Anu Madgavkar 与 Daniel Rock 为项目研究主任。
中国知网作者服务平台上线成果汇编功能,其【AI创建成果集】可一键生成个人精选成果汇编,并自动附上文集简介与推荐理由。成果集支持在线预览、导出电子文档、分享链接,也可在线下单打印成册邮寄,还可申请出版为含 ISBN 书号的出版物,支持中文、双语两种模式。相关操作均可在 au.cnki.net 一站式完成。
中国知网作者服务平台推出【成果汇编】功能,其【AI创建成果集】可一键生成个人精选成果汇编,并自动附上文集简介与推荐理由。成果集支持在学者空间公开展示、一键分享链接、在线预览全文与导出电子文档,也可在线下单打印成册并邮寄。该平台还支持将成果集正式出版为含 ISBN 书号的出版物,提供中文、双语两种出版模式,相关操作均可在 au.cnki.net 一站式完成。
联合国系统推出 UN System Data Commons,这是基于 Google Data Commons 构建的开源平台,把分散的全球统计数据整合为 AI-ready 知识图谱,支持自然语言检索和交互式可视化。
入选理由联合国系统与 Google 把分散的全球统计数据整合为可自然语言检索的知识图谱,研究者可据此判断跨机构数据获取方式的变化。
播客好友 @stevenbjohnson 展示了他最喜欢的一项 Notebook 移动应用用法 🤯
The camera feature in the @Gemini_Notebook mobile app is so transformative for on-the-go research. I was up in the Sierras working on a new project, and I just took photos of everything, like this museum display. Then I asked for a detailed report of all the info in the image. The text below is what I got back. (I fact-checked it myself and it was 99% accurate -- and some of the text it transcribed is so blurry in the image that it was hard for me to read it.) Next step is to generate documents like this for all the photos I took, and then ask Notebook to highlight all the information that adds something new to the existing knowledge base of sources I've already collected, or is particularly relevant to my latest writing and outline for the project. Truly magical. Mariposa Museum Exhibit Reference: Mariposa in 1859 & Gold Rush Era This reference document consolidates all text, photographic captions, historical statistics, newspaper clippings, and exhibit overlays displayed on the Mariposa Museum exhibit panel regarding Mariposa during and after the Gold Rush. 1. Exhibit Overview & Key Headlines Main Title: "THIS WAS MARIPOSA IN 1859 – ONLY 10 YEARS AFTER THE GOLD RUSH BEGAN." Historical Context Sub-headline: "PORTIONS OF THE TOWN HAD BEEN REBUILT AFTER THE FIRE OF 1858.. & PARTS OF IT WERE DOOMED TO BE DESTROYED IN 1866" Display Overview: The exhibit centers on a large 1850s panoramic photograph of Mariposa, annotated with street names, landmark locations, and population statistics, flanked by contemporary hotel advertisements, fire reports, medical artifacts, and photographs of civic buildings. 2. Demographic & Real Estate Statistics (1850s vs. Present) MetricHistorical Value (1850s Gold Rush Peak)Modern Value Town Population~3,000 residents~1,800 estimated Entire Mariposa Diggings Area~15,000 residents— Commercial Establishments15 to 20 stores & saloons, plus hotels— Town Lot Prices00 to 00 per lot— 3. Background Photograph & Civic Infrastructure Background Photo Date: Taken in the 1850s, capturing the rapid growth of the settlement following the initial gold strike. 1854 Mariposa County Courthouse: Shown in the background panorama prior to the construction of its iconic clock tower. A separate framed photograph depicts the completed white wood-frame courthouse with a white picket fence and clock tower. Clock Tower History: The clock mechanism was imported from England and is an 8-day, manually wound instrument. It remains operational today, maintained by the Mariposa Public Works Department. Annotated Overlay Locations on Panorama: 1854 Courthouse: Located at the upper edge of town on Jones Street. Jones Street & Bullion Street: Upper residential and civic thoroughfares. Charles Street (Main Street): Primary commercial artery running through the center of the valley floor. Schlageter Hotel Site: Positioned along Main Street. Mariposa Creek: Flowing along the foreground basin of the town diggings. 4. The Fire of 1866: Mariposa's Second Great Conflagration Below is the complete transcript of the Mariposa Gazette report featured on the panel regarding the disaster of August 25, 1866 (following the earlier destructive fire of 1858): Article Text: "FIRE! MARIPOSA'S SECOND GREAT FIRE" A few minutes after 6 p.m. on Saturday, August 25, 1866 Mariposa was again ruined by a disastrous fire (first in 1858). According to the Gazette (the building was damaged but not destroyed), the fire was believed to have started when "a recently imported printer stepped inside the Free Press office and lighted a cigar. The match had evidently been dropped carelessly amongst the papers on the floor. The Free Press office was located near the corner of Main and 7th Streets and by ten minutes the fire had spread through two blocks. The fire crossed Main Street to the Odd Fellows building and the Methodist Church and soon the buildings on the block between 6th and 7th Streets were burning like so much chaff." Seven full blocks, except for four fire-proof buildings, were totally destroyed. "In one hour about 60 buildings and 77,000 worth of property were destroyed." By early Monday morning the men were clearing away debris and by press time the following Saturday, the Gazette reported that several temporary business structures had already been erected and were open for business. Inventory of Buildings Destroyed in the 1866 Fire: Residential & Civic: 14 Dwellings, 1 Church, 1 Odd Fellows and Masons Hall. Media & Printing: 1 Newspaper Office (Free Press), 1 Newspaper Depot. Hospitality & Retail: 3 Hotels, 5 Retail Stores, 1 Saddlery Shop, 9 Liquor Saloons (several equipped with billiard tables). Services & Trades: 2 Livery Stables, 3 Law Offices, 1 Drug Store, 3 Blacksmith Shops, 2 Carpenter Shops, 2 Shoemaker Shops, 1 Tailor Shop, 2 Butchering Establishments. Outbuildings: Numerous outhouses, private stables, and auxiliary structures. 5. Commercial Hotels & Lodging Gallison Hotel (1887 Advertisement) Location: Main Street, Mariposa (center of business district, opposite Odd Fellows' Hall). Proprietor: Winslow Gallison. Management: Mrs. Gallison individually superintended all internal departments of the hotel. Amenities: Newly furnished rooms, first-class table dining. Mariposa Hotel (1887 Card) Location: Corner of Main and Fifth Streets. Proprietor: Charles A. Schlageter. Target Market: Accommodated general travelers as well as Yosemite tourists on short notice. Amenities: Family rooms, well-lighted parlors, good table, and bath facilities. The Schlageter Hotel Date Built: Built in the 1850s. Architecture: Prominent two-story wooden structure featuring full upper and lower covered verandas. 6. Medical Artifacts & 19th-Century Therapeutics Old Mariposa Hospital A framed historical photograph depicts a two-story wood-frame hospital building with a prominent front porch and side wing (annotated "from Chic Allingham"). Dr. D. Jayne's Family Medicines (1880 Display Broadside) 1. Jayne's Specific for Tape-Worm Diagnosis: Describes tapeworm infections as widespread, noting that discharging white or yellowish segments ("resembling gourd seeds") is the only positive diagnostic proof. Pricing & Ordering: .00 per dose, shipped nationwide via mail from 242 Chestnut Street, Philadelphia. Usage Instructions: Dissolve powder in a pint of boiling water, drink in three equal hourly doses on an empty stomach. Follow with Cathartic medicines if bowels do not operate in three hours. 2. Dr. D. Jayne's Sanative Pills Formulation: Concentrated, sugar-coated pills. Sold in 50-pill boxes (-bash.25) or 15-pill specimen packets (-bash.10). Prescribed Ailments: Advertised for liver complaints, gout, jaundice, dyspepsia, rheumatism, kidney affections, fevers, nervousness, skin diseases, melancholy, sick headache, and costiveness (constipation). 3. Exhibit Commentary Note A small museum card mounted below the broadside reads: "A man advertises for 'a competent person to undertake the sale of a new medicine' and adds innocently 'It will prove profitable to the undertaker.'"
Sakana AI 宣布成立 Frontier Intelligence Group(FIG),该团队已在公司内部成长,定期讨论挑战主流范式的想法并邀请外部研究者提出替代性智能观点。FIG 认为智能尚未"解决",主张探索替代范式,并希望系统能达到人脑的数据与能源效率。其原则包括研究自由、独特性、"伟大无法被计划"以及受自然启发。
Claude 社区大使 Sean 与 SF AI Science Studio 于 9 月 29 日在旧金山合办 Claude Conversation 沙龙,讨论实验室角色与科学凭证的转变。
OpenAlex 正考虑在平台中加入论文新颖性评分,并公开征询问卷,了解研究者是否会使用、用于何处以及需要什么条件才信任它。
入选理由OpenAlex 公开征询是否上线新颖性评分,研究者可据此判断未来基金与机构评价可能新增的指标维度。
Digital Science 的 Mark Hahnel 在 2026 年 9 月 9 日于旧金山举行的 AI in Drug Discovery hubXchange 上发表主题演讲,指出生物制药已越过孤立 AI 工具阶段,进入管理孤岛数据、专用领域模型与自主智能体工作流的下一阶段。
美国东北大学硕士生 Soham Padia 基于 Ai2 的 Olmo 3-32B 开发了 Steering Arena,把衡量文本引导模型亲社会行为的评测变成众包游戏,玩家提交短文本前缀争夺排行榜。
中国科学院计算机网络信息中心等团队发布 FootprintRAG,一个由 LLM 智能体驱动的可视化分析系统,用于基于 RAG 的科研文献探索中的证据上下文精炼。
Elicit 将 Library 升级为共享研究枢纽,让研究者和 AI 智能体基于同一批证据工作。Research Agent 可检索个人与共享集合中的论文、在回答中引用这些来源,并按要求把新论文直接保存到指定集合,例如把 7 篇论文存入某个集合。
入选理由Elicit 把个人文献库升级为团队共享证据库,研究者可据此判断团队文献管理方式是否需要调整。
OpenAI 一项数学成果引发学界关于 AI 时代科研署名归属的争论。相关讨论聚焦于 AI 参与数学研究后,贡献应如何被认定与分配。
蒙特利尔大学团队在 arXiv 发布预印本,提出面向系统综述筛选自动化的基准框架 SRBench,包含来自 32 项二级研究的 45064 条已标注条目,并采用 MCC 和 BAcc 等考虑类别不平衡的指标。
微软研究院等机构的研究者在 ICML 2026 上开展随机实验与匿名调查,涉及 24,661 篇投稿和 17,886 名评审人。随机分配保守政策(禁止使用 LLM)或宽松政策(允许有限辅助)后,两种政策对最终论文决定、论文评分和评审人信心的影响接近于零,宽松政策下的评审意见长 5.5%–7.7%。
入选理由ICML 2026 的随机实验与匿名调查给出了 LLM 使用政策对评审结果的实际影响,以及评审者违规使用的比例,可供会议和期刊制定政策时参考。
美国国家科学基金会(NSF)公布 NSF X-Labs 的三个新增方向,完成 2026 年度主题组合,该计划属于其 5 月启动的 15 亿美元投资。
入选理由NSF 在 15 亿美元 X-Labs 计划中新增 AI for Physical Systems 等方向,研究者可据此判断跨学科大团队资助的申请窗口。
Digital Science 发文讨论生命科学领域的数据完整性,以 2020 年基于 Surgisphere 数据、分别发表于 The Lancet 和 New England Journal of Medicine 的两项 COVID-19 研究在 9 天内相继撤稿为例,指出无法审计的数据会流入论文和模型。
Wiley 宣布与加拿大心血管学会(CCS)达成出版合作,自 2027 年 1 月起出版该学会全部期刊组合,包括混合期刊 Canadian Journal of Cardiology 及两本金色开放获取期刊 CJC Open 和 CJC Pediatric & Congenital Heart Disease。