infoAI 今日 AI 前沿 · 2026-10-192026年10月19日本页由「芙娘」AI 助手驱动：可询问今日 AI 大事（收购/融资/监管/开源/新发布/突破/裁员/涨价）、arXiv 论文子领域、推荐工具与历史归档。数据来源可追溯。Gemini 4 Argon：为您解决最棘手的问题InfoQ 中文2026-10-19T11:10:27Zhttps://infoai.cn/paper/628357.htmlLean4AgenticRL: Advancing Agentic RL with Verifiable Multi-level Process RewardsarXiv LG (cs.LG)2026-10-19T04:00:00Zhttps://infoai.cn/paper/628442.htmlDoorDash的Flux在云端智能体上运行130000个工程任务InfoQ 中文2026-10-19T15:42:00Zhttps://infoai.cn/paper/630631.htmlA hacker broke into John Deere and SharkNinja with an army of AI agentsThe Verge AI2026-10-19T13:58:41Zhttps://infoai.cn/paper/633678.htmlIntroducing TorchNeuron: Native PyTorch backend for AWS TrainiumPyTorch Blog2026-10-19T12:45:23Zhttps://infoai.cn/paper/633120.htmlMiniMax Just Launched M3.1 Flash: 428B MoE Agentic Model at $0.15/M InputMarkTechPost2026-10-19T12:37:58Zhttps://infoai.cn/paper/633464.htmlThe neocloud shakeout is coming, and Nvidia has the most to loseThe Decoder2026-10-19T11:33:36Zhttps://infoai.cn/paper/632663.html客户为什么愿意为端侧 AI 买单？五位一线操盘手讲透了极客公园2026-10-19T10:10:03Zhttps://infoai.cn/paper/631972.htmlAI researchers stranded Claude on a virtual desert island. It started to “play.”MIT Tech Review AI2026-10-19T09:08:05Zhttps://infoai.cn/paper/631318.html日均6万亿Token服务背后，商汤大装置如何提升推理效能？量子位2026-10-19T05:22:39Zhttps://infoai.cn/paper/634279.htmlMemSilicon完成超 4 亿元 A 轮融资，宣布战略升级极客公园2026-10-19T04:00:32Zhttps://infoai.cn/paper/628663.htmlRealCLI: Toward a Unified Evaluation of Human-Agent Collaboration for CLI AgentsarXiv CL (cs.CL)2026-10-19T04:00:00Zhttps://infoai.cn/paper/628420.htmlProgressive Misalignment Can Emerge from Benign Recursive Self-DistillationarXiv LG (cs.LG)2026-10-19T04:00:00Zhttps://infoai.cn/paper/628443.htmlGenerative Value ClassifierarXiv LG (cs.LG)2026-10-19T04:00:00Zhttps://infoai.cn/paper/628444.htmlPredicting Privileged Information Effectiveness for On-Policy Self-DistillationarXiv LG (cs.LG)2026-10-19T04:00:00Zhttps://infoai.cn/paper/628445.htmlEvent-STVG: Spatio-Temporal Video Grounding for Long-Form Event ReasoningarXiv CV (cs.CV)2026-10-19T04:00:00Zhttps://infoai.cn/paper/628447.htmlJAVIS: Joint Audio-Visual Interaction and Streaming for Real-Time Conversational AgentsarXiv CV (cs.CV)2026-10-19T04:00:00Zhttps://infoai.cn/paper/628449.htmlTriSAR-3D and PaintFusion: A Novel Trimodal LiDAR-RGB-Thermal Dataset and Method for 3D Person Detection in Search and RescuearXiv CV (cs.CV)2026-10-19T04:00:00Zhttps://infoai.cn/paper/628451.htmlFlashControl: One-Step Controllable Generator via Distillation-Friendly Single-Stream TeachersarXiv CV (cs.CV)2026-10-19T04:00:00Zhttps://infoai.cn/paper/628454.htmlStuck on Shuffle: On Attribute-Object Binding in Vision-Language ModelsarXiv CV (cs.CV)2026-10-19T04:00:00Zhttps://infoai.cn/paper/628457.htmlProactGen: Learning Proactive Clarification for Video GenerationarXiv CV (cs.CV)2026-10-19T04:00:00Zhttps://infoai.cn/paper/628459.htmlShift-Reliance Alignment: Ranking Vision-Language Models by the Cues They TrustarXiv CV (cs.CV)2026-10-19T04:00:00Zhttps://infoai.cn/paper/628460.htmlIs a Linear Probe Evidence of a Linear Representation?arXiv ML (stat.ML)2026-10-19T04:00:00Zhttps://infoai.cn/paper/628463.htmlUnit-level aggregation breaks coverage in causal foundation modelsarXiv ML (stat.ML)2026-10-19T04:00:00Zhttps://infoai.cn/paper/628465.htmlThe Loss or the Architecture? What Matters in Survival Analysis with Competing RisksarXiv ML (stat.ML)2026-10-19T04:00:00Zhttps://infoai.cn/paper/628468.htmlTowards optimal selection schedules for online active learningarXiv ML (stat.ML)2026-10-19T04:00:00Zhttps://infoai.cn/paper/628469.htmlAdaptive conformal prediction on the GrassmannianarXiv ML (stat.ML)2026-10-19T04:00:00Zhttps://infoai.cn/paper/628470.htmlA general recipe for data-adaptive anytime-valid envelopes for iterative algorithmsarXiv ML (stat.ML)2026-10-19T04:00:00Zhttps://infoai.cn/paper/628471.htmlTask-aware Kernel Stein certificates for R\'{e}nyi differential privacyarXiv ML (stat.ML)2026-10-19T04:00:00Zhttps://infoai.cn/paper/628474.htmlLearning without relearning physical symmetry: an SO(3)-equivariant convolutional network (CNN) on the spherearXiv ML (stat.ML)2026-10-19T04:00:00Zhttps://infoai.cn/paper/628475.htmlENFR: Evidence Networks with Flow-Matched References for Amortized Simulation-Based Model InferencearXiv ML (stat.ML)2026-10-19T04:00:00Zhttps://infoai.cn/paper/628476.htmlNVIDIA Open Sources Run:ai Under Apache 2.0 for Kubernetes GPU OrchestrationMarkTechPost2026-10-19T03:19:18Zhttps://infoai.cn/paper/628318.html谷歌开源RSI新成果！华人浓度爆表量子位2026-10-19T03:11:58Zhttps://infoai.cn/paper/634280.htmlDeepSeek V4.1 Flash 更新：“许愿式编程”成真 + 搜索 API 开放开源中国2026-10-19T02:37:42Zhttps://infoai.cn/paper/628190.htmlOpenAI 三个神秘模型曝光；DeepSeek 开放搜索与网页抓取 API；智界将获独立造车资格，公司计划上市 ｜ 极客早知道极客公园2026-10-19T01:18:11Zhttps://infoai.cn/paper/627610.htmlMeta 联手苹果推出全美最强开源模型，编码基测输给智谱、KimiInfoQ 中文2026-10-18T23:01:33Zhttps://infoai.cn/paper/623545.htmlMotive brings agentic AI to physical operations with agents that act before problems escalateSiliconANGLE2026-10-19T14:46:47Zhttps://infoai.cn/paper/634255.html阿里云 7 个样板间，探索 AI 原生研发组织的实践InfoQ 中文2026-10-19T14:38:24Zhttps://infoai.cn/paper/630142.html随着可观测性模式日趋成熟，OpenTelemetry 将 Kubernetes Attribute Processor 提升为稳定版本InfoQ 中文2026-10-19T14:00:00Zhttps://infoai.cn/paper/629891.htmlMotive Technologies revs up new AI Agents to automate fleet managementSiliconANGLE2026-10-19T13:00:16Zhttps://infoai.cn/paper/633474.htmlStripe says AI agent purchases are adding up, but it won't share the numbersThe Decoder2026-10-19T12:51:12Zhttps://infoai.cn/paper/633190.htmlDemocrats think cracking down on AI could give them an edgeThe Verge AI2026-10-19T12:00:00Zhttps://infoai.cn/paper/632891.htmlCloudflare 推出面向 AI 代理的 CLI，并逐步停用 WranglerInfoQ 中文2026-10-19T11:27:00Zhttps://infoai.cn/paper/628618.html开源数据智能 Agent：YOLO Data Agent v1.0.2 发布开源中国2026-10-19T11:20:22Zhttps://infoai.cn/paper/632742.htmlAnthropic cushions its upcoming IPO with a discretionary fund for workers its models might replaceThe Decoder2026-10-19T11:19:12Zhttps://infoai.cn/paper/632404.htmlAnthropic plans fund for workers threatened by AI, Musk counters with SpaceX shares for childrenThe Decoder2026-10-19T11:19:12Zhttps://infoai.cn/paper/632664.html全栈自研！国产高端互连芯片，稳了!量子位2026-10-19T10:15:19Zhttps://infoai.cn/paper/634275.html苹果第一个 AI 机器人，可能是个能动的 HomeView爱范儿2026-10-19T10:09:25Zhttps://infoai.cn/paper/631942.htmlAI 开始挑战最复杂的系统：生命量子位2026-10-19T10:04:18Zhttps://infoai.cn/paper/634276.html打造生产级的 Agent｜QCon上海InfoQ 中文2026-10-19T10:00:00Zhttps://infoai.cn/paper/627963.html达摩院玄铁出席RISC-V中国峰会，首发车规产品路线图量子位2026-10-19T09:56:38Zhttps://infoai.cn/paper/634277.htmlOpenCode 2.0 正式发布：一次“重大改造”，旧插件全部报废InfoQ 中文2026-10-19T09:51:45Zhttps://infoai.cn/paper/627964.htmlPax8 launches 8os to let IT partners govern AI agents and 8bot as a managed AI co-workerSiliconANGLE2026-10-19T09:00:58Zhttps://infoai.cn/paper/631380.htmlDisney Asked Character.AI to Go Bankrupt for a Get-Out-of-Lawsuits CardWired AI2026-10-19T09:00:00Zhttps://infoai.cn/paper/631350.htmlEmbeddings Are Overpriced? A Frozen 16 MB Vocabulary for Small and Ternary Language ModelsarXiv CL (cs.CL)2026-10-19T04:00:00Zhttps://infoai.cn/paper/628417.htmlWhere Prefill Expert Reduction Hurts MoE Models: A Few Prompt Tokens Carry Most of the Short-Answer F1 LossarXiv CL (cs.CL)2026-10-19T04:00:00Zhttps://infoai.cn/paper/628418.htmlAuditKIT: A Unified Evaluation Spine for Benchmarking, Judging, and Comparing Large Language Models and Agentic SystemsarXiv CL (cs.CL)2026-10-19T04:00:00Zhttps://infoai.cn/paper/628421.htmlLearning User Representations to Improve Simulation FidelityarXiv CL (cs.CL)2026-10-19T04:00:00Zhttps://infoai.cn/paper/628423.htmlCultural (In)Competence: Investigating Culture-Specific Stereotype Detection Capabilities of LLMsarXiv CL (cs.CL)2026-10-19T04:00:00Zhttps://infoai.cn/paper/628428.htmlMitigating Demographic Disparities in Explanation-Human Alignment via Rationale RegularizationarXiv CL (cs.CL)2026-10-19T04:00:00Zhttps://infoai.cn/paper/628430.htmlSAG2: Embedding-Free Multi-Hop Retrieval with BM25 and JEVarXiv CL (cs.CL)2026-10-19T04:00:00Zhttps://infoai.cn/paper/628431.htmlTrust but Verify: Designing Region-Inhomogeneous Forward Dynamics for Discrete DiffusionarXiv LG (cs.LG)2026-10-19T04:00:00Zhttps://infoai.cn/paper/628433.htmlBinding-Specific Relearning Savings for Test-Time Continual LearningarXiv LG (cs.LG)2026-10-19T04:00:00Zhttps://infoai.cn/paper/628434.htmlTRACE: Transformer Residual Activation Codebook Encoding for Communication-efficient Distributed Edge InferencearXiv LG (cs.LG)2026-10-19T04:00:00Zhttps://infoai.cn/paper/628437.htmlRank Measures of Fine-Tuning Updates Need a Noise BaselinearXiv LG (cs.LG)2026-10-19T04:00:00Zhttps://infoai.cn/paper/628440.htmlSparse Autoencoders Can Induce Local Geometry for Mitigating Catastrophic ForgettingarXiv LG (cs.LG)2026-10-19T04:00:00Zhttps://infoai.cn/paper/628441.htmlLearning smooth dynamics via Kinematic InterpolantsarXiv LG (cs.LG)2026-10-19T04:00:00Zhttps://infoai.cn/paper/628446.htmlStar Light, Star Bright: Can Multimodal Models Parse an Astronomy Visual Question Answering Dataset Right?arXiv CV (cs.CV)2026-10-19T04:00:00Zhttps://infoai.cn/paper/628448.htmlKFS$^4$LAM: Adaptive KeyFrame Selection with Structure-Aware Mapping for Endoscopic Gaussian Splatting SLAMarXiv CV (cs.CV)2026-10-19T04:00:00Zhttps://infoai.cn/paper/628450.htmlTowards Reconstructing Geographically Diverse Architecture with 3D Foundation ModelsarXiv CV (cs.CV)2026-10-19T04:00:00Zhttps://infoai.cn/paper/628452.htmlLearning the Shared Latent Structure of Cryo-EM Inverse ProblemsarXiv CV (cs.CV)2026-10-19T04:00:00Zhttps://infoai.cn/paper/628453.htmlCFC26: Building Evaluations for Deployment in Sonar-Based Fish CountingarXiv CV (cs.CV)2026-10-19T04:00:00Zhttps://infoai.cn/paper/628455.htmlSeeing Seizures: A Large-Scale Empirical Study of Video and EEG Deep Learning for Automated Rodent Seizure Detection and Severity GradingarXiv CV (cs.CV)2026-10-19T04:00:00Zhttps://infoai.cn/paper/628456.htmlThree LiDARs, Twenty-Five Datasets: Cross-Source Generalization in Tree-Species RecognitionarXiv CV (cs.CV)2026-10-19T04:00:00Zhttps://infoai.cn/paper/628458.htmlDeep Learning for Deepfake Image Detection: Comparative Model Evaluation and Gradient-Based Visual AttributionarXiv CV (cs.CV)2026-10-19T04:00:00Zhttps://infoai.cn/paper/628461.htmlSource-Aware Dynamic Pricing with Strategic BuyersarXiv ML (stat.ML)2026-10-19T04:00:00Zhttps://infoai.cn/paper/628462.htmlOptimal approximation of smooth functions by ReLU neural networksarXiv ML (stat.ML)2026-10-19T04:00:00Zhttps://infoai.cn/paper/628464.htmlDistinguishability and Recovery for a Doubly Sparse Spiked Wigner ModelarXiv ML (stat.ML)2026-10-19T04:00:00Zhttps://infoai.cn/paper/628466.htmlInformation-Geometric Blind Spots of Conformal Test MartingalesarXiv ML (stat.ML)2026-10-19T04:00:00Zhttps://infoai.cn/paper/628467.htmlMesoscopic learning dynamics of extensive-width neural networksarXiv ML (stat.ML)2026-10-19T04:00:00Zhttps://infoai.cn/paper/628472.htmlParametric Resonance in Primal-Dual Learning for Slowly Non-Stationary Constrained MDPsarXiv ML (stat.ML)2026-10-19T04:00:00Zhttps://infoai.cn/paper/628473.html实测 Lovart 2.0 ，设计 AI 进入个人助理时代爱范儿2026-10-19T02:53:15Zhttps://infoai.cn/paper/628175.htmlWIKI 知识库 v1.1.3 正式发布开源中国2026-10-19T02:45:23Zhttps://infoai.cn/paper/628388.htmlMistral AI Releases Timestral: A 209M Forecasting Model Family That Outperforms Google’s TimesFM-3MarkTechPost2026-10-19T01:18:17Zhttps://infoai.cn/paper/627526.html17岁 Kimi 架构核心参与者离职，确认将赴湾区，下一站引发猜想InfoQ 中文2026-10-18T22:58:03Zhttps://infoai.cn/paper/623546.htmlDeepSeek releases updated V4.1-Flash model it says completes tasks fasterSiliconANGLE2026-10-18T22:34:04Zhttps://infoai.cn/paper/626542.htmlAnthropic says it’s committing 5% of its shares to a ‘public benefit fund’TechCrunch AI2026-10-18T20:37:40Zhttps://infoai.cn/paper/625701.htmlTinyFish Makes Search Free: What It Really Costs an AI Agent to Read the WebMarkTechPost2026-10-18T18:20:28Zhttps://infoai.cn/paper/625136.htmlDisney agrees to hire the majority of Character.AI’s workforceTechCrunch AI2026-10-18T16:30:00Zhttps://infoai.cn/paper/624283.htmlCloudflare 修复了容器中的跨租户数据泄露问题InfoQ 中文2026-10-18T16:00:00Zhttps://infoai.cn/paper/620504.htmlJB Pritzker thinks AI could help us live to 100 — or threaten us like nukesThe Verge AI2026-10-19T14:30:00Zhttps://infoai.cn/paper/634200.htmlAI 里没有答案的问题，需要一场「深谈」极客公园2026-10-19T13:57:34Zhttps://infoai.cn/paper/633807.html2026物理AI与世界模型大会医疗健康世界模型分会场在南京举行量子位2026-10-19T10:27:39Zhttps://infoai.cn/paper/634274.htmlEdge AI for Smart Cities: From Insight to Cognitive ActionIEEE Spectrum AI2026-10-19T10:00:04Zhttps://infoai.cn/paper/631654.html调问更新 9.25 ~ 10.19：智能回访上线，问卷设计与规则配置能力全面升级开源中国2026-10-19T09:48:45Zhttps://infoai.cn/paper/631957.htmlRuleGo v1.0.0 发布：API 稳定承诺、多副本部署、规则链版本回滚开源中国2026-10-19T09:35:15Zhttps://infoai.cn/paper/631698.html我向新版 DeepSeek 许了个愿，4 块钱让特斯拉飞起来爱范儿2026-10-19T09:21:16Zhttps://infoai.cn/paper/631424.html谷歌广告如何将一个开源的 macOS 术语误判为恶意内容并予以暂停InfoQ 中文2026-10-19T09:20:00Zhttps://infoai.cn/paper/627565.html赛场交卷 未来已来——首届全球具身智能应用创新挑战赛暨2026中国机器人大赛闭幕量子位2026-10-19T08:12:45Zhttps://infoai.cn/paper/634278.html微信鸿蒙版两周年小记：两群人，一件难事，从陌生到并肩的700天爱范儿2026-10-19T08:05:24Zhttps://infoai.cn/paper/630907.html微信鸿蒙版两周年背后，你不知道的故事爱范儿2026-10-19T07:46:24Zhttps://infoai.cn/paper/630646.htmlFrom Parallels to Divergence: Language Models' Learning of Action Nominal ConstructionsarXiv CL (cs.CL)2026-10-19T04:00:00Zhttps://infoai.cn/paper/628419.htmlalkhder at ImageEval 2026 Shared Tasks: Constrained Selection and Rotation-Averaged Logit Scoring for Multimodal Hallucination DetectionarXiv CL (cs.CL)2026-10-19T04:00:00Zhttps://infoai.cn/paper/628422.htmlalkhder at AlexandriaX-2026: Context-Aware English-to-Dialectal Arabic Dialogue Translation with QLoRA-Fine-Tuned NileChat-3BarXiv CL (cs.CL)2026-10-19T04:00:00Zhttps://infoai.cn/paper/628424.htmlLiteral Lock-In: How Test Language Shifts Literal Attraction in Typed Decision Models on Bengali IdiomsarXiv CL (cs.CL)2026-10-19T04:00:00Zhttps://infoai.cn/paper/628425.htmlPearl-Chat: Engineering a native Luganda language model from first principles in JAX and Flax NNXarXiv CL (cs.CL)2026-10-19T04:00:00Zhttps://infoai.cn/paper/628426.htmlHeRE: A Novel Benchmark for Hebrew Relation Extraction via LLM-Guided Denoising of Knowledge Graph AlignmentsarXiv CL (cs.CL)2026-10-19T04:00:00Zhttps://infoai.cn/paper/628427.htmlWho Do Perspectivist Models Predict Well? Annotator Agreement, Sparsity, and PerformancearXiv CL (cs.CL)2026-10-19T04:00:00Zhttps://infoai.cn/paper/628429.htmlWhen is a large language model a good calibration agent? Physics-labeled prompting for budgeted engineering simulator calibrationarXiv LG (cs.LG)2026-10-19T04:00:00Zhttps://infoai.cn/paper/628432.htmlCGDT-CESN: Correlation-Guided and Dynamics-Trained Clustered Echo State Network for Multivariate Time-Series PredictionarXiv LG (cs.LG)2026-10-19T04:00:00Zhttps://infoai.cn/paper/628435.htmlBOLT: Multi-Bottleneck Bound-Guided Learning for Flexible Job-Shop Scheduling with Time Lags and Resource-Coupled TransportarXiv LG (cs.LG)2026-10-19T04:00:00Zhttps://infoai.cn/paper/628436.htmlGenerative adversarial networks with Monte Carlo dropout uncertainty quantification for structural health monitoring: Fibre Bragg grating data augmentation comparison in Hawk T1A aircraftarXiv LG (cs.LG)2026-10-19T04:00:00Zhttps://infoai.cn/paper/628438.htmlCF-NODE: Counterfactual Spatial Node Intervention for Test-Time Adaptation Under Domain Shift, Evaluated Across Five Diabetic Retinopathy DatasetsarXiv LG (cs.LG)2026-10-19T04:00:00Zhttps://infoai.cn/paper/628439.htmlgfast 快速开发框架 V3.4.2 版本发布开源中国2026-10-19T03:56:17Zhttps://infoai.cn/paper/629664.htmlSkyeye 云企业级AI+零代码智能制造系统-财务板块 - v4.1.8发布开源中国2026-10-19T03:42:43Zhttps://infoai.cn/paper/629665.htmlToolForge v0.2.0 正式发布：插件市场全面升级，新增十余款工具！Rust + Tauri 开源工具箱再进化开源中国2026-10-19T02:52:29Zhttps://infoai.cn/paper/628387.html伏羲智能决策工作台 v0.0.2 发布：打通从需求分析到 DMN 生成的业务建模链路开源中国2026-10-19T01:49:05Zhttps://infoai.cn/paper/627994.html早报｜曝苹果机械臂版HomeView正在开发/蔚来三季度销量首次超BBA/英伟达否认RTX 5090停产爱范儿2026-10-19T00:00:42Zhttps://infoai.cn/paper/627182.htmlA woman was arrested in Philly for blocking a delivery robotThe Verge AI2026-10-18T18:28:10Zhttps://infoai.cn/paper/624683.htmlDBPanel 1.1.2 发布：新增 DBShop 极速安装，完善卸载重试与网站迁移恢复开源中国2026-10-19T06:23:54Zhttps://infoai.cn/paper/629921.htmlVLOOK 2026.10～多项排版增强特性升级～好看好用 Markdown 主题包与排版增强插件开源中国2026-10-19T06:19:24Zhttps://infoai.cn/paper/630173.htmlDjangoAdmin 敏捷开发框架 FastAPI+AntdVue 版本 v2.7.3 发布开源中国2026-10-19T02:03:55Zhttps://infoai.cn/paper/627993.html