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Report 2026-03-17 526 sources Input Tokens: 243,962 · Output Tokens: 5,499 · Total Tokens: 250,981

AI 戰情報告 (2026-03-17)

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AI 戰情報告 (2026-03-17)

昨日 AI 重點新聞

Nvidia GTC 2026:黃仁勳預測代理式 AI 將驅動 1 兆美元營收目標 ref-13, ref-23, ref-62, ref-126, ref-184

Nvidia 執行長黃仁勳於 GTC 主演講中揭曉「推理拐點」理論,預計 2027 年 AI 晶片需求將衝破 1 兆美元。為應對 Agentic AI 頻繁調用 API 的非同步特點,發布了 88 核心 Vera CPU 與 Groq 3 LPU 加速器,強調未來數據中心將是「AI 工廠」。

Nvidia NemoClaw:為開源代理框架 OpenClaw 注入企業級資安護城河 ref-62, ref-104, ref-133, ref-198

針對爆紅但存在 RCE 漏洞的開源框架 OpenClaw,Nvidia 與其創辦人合作推出了 NemoClaw 平台。該平台內建 OpenShell 安全運行環境,透過「隔離沙盒」與「政策守門員」解決自主代理存取企業數據時的資安隱憂。

OpenAI 戰略大調整:削減邊緣專案,全力衝刺代碼與企業核心業務 ref-90, ref-91, ref-93

OpenAI 內部會議確定將資源從「支線任務」移回核心,重點鎖定代碼生成與企業解決方案,力爭在垂直領域「釘住」競爭對手。此外,傳出其正與私募股權公司商討高達 100 億美元 的融資計畫。

Mistral 發布 Small 4:首個統一推理、多模態與代碼能力的旗艦模型 ref-60, ref-92, ref-140

法國模型領頭羊 Mistral 推出 Small 4 (119B 參數),首次在單一模型中統一了推理、多模態與代碼開發能力。同步釋出的 Leanstral 模型則專攻 Lean 4 語言,致力於提供可形式化證明的代碼工程。

OpenAI Codex 子代理功能全面開放,支援平行處理複雜任務 ref-53, ref-99

OpenAI Codex 的子代理 (Subagents) 功能結束預覽,正式向開發者開放。該架構允許主代理根據任務性質(如 UI 修復、數據清洗)自動分派工作給不同模型背景的子代理,實現更複雜的非同步開發流程。

阿里巴巴發布「悟空」平台,多代理協作處理複雜文件編輯 ref-50

阿里巴巴 發表企業級平台 Wukong (悟空),核心賣點在於「多代理編排技術」,能讓多個 Agent 同時作業,解決如跨平台數據整合、大規模文件自動化編輯等複雜任務,目前已展開 Beta 測試。

Manus AI 推出桌面應用程式:AI 代理可直接操作在地端檔案與工具 ref-123, ref-362

Manus 發布 My Computer 桌面應用,突破過往 AI 代理僅能在雲端運行的局限。該工具讓 Agent 獲得作業系統層級權限,可直接讀取本機檔案、操作軟體介面,為「個人 AI 秘書」提供物理層級的執行力。

大英百科全書與梅里亞姆-韋伯斯特聯手起訴 OpenAI 侵權 ref-54, ref-56, ref-128, ref-268

知識權威 Britannica 指控 OpenAI 盜用其條目進行訓練,並展示了 GPT-4 如何產出幾乎逐字重複的百科內容。該案成為繼紐約時報案後,另一場針對「AI 記憶內容」與智財權邊界的法律戰。

OpenAI「成人模式」因安全疑慮延期,重點轉向文字情色而非影像 ref-35, ref-57, ref-135, ref-436

儘管 Sam Altman 先前承諾放寬限制,但 OpenAI 發布延遲公告,主因是針對青少年心理健康與惡意濫用的警告。初步版本將僅限於文字情色創作,暫不開放影像或語音模式。

Nvidia 發布 DLSS 5:以生成式 AI 重塑遊戲光影細節 ref-48, ref-59, ref-100, ref-120

Nvidia 推出 DLSS 5 技術,利用生成式 AI 在像素層級重新渲染光影與材質。雖然被部分藝術家批評為「AI 廢料」(AI Slop) 破壞了原作美學,但黃仁勳強調這是通往全虛擬世界生成的必經之路。

Google Gemini API 推出「支出上限」功能,防止開發者成本失控 ref-216, ref-304, ref-307, ref-326

針對 Gemini 長上下文處理時可能產生的天價帳單,Google 終於在 AI Studio 推出支出上限功能。此舉旨在降低企業進行 RAG (檢索增強生成) 實驗時的預算不確定性風險。

GlassWorm 供應鏈攻擊鎖定 Python 儲存庫,竊取 GitHub Token ref-209

資安警報顯示,惡意軟體 GlassWorm 正在 GitHub 上蔓延,透過感染數百個 Python 套件來竊取開發者的 Token。該攻擊特別鎖定 ML 研發團隊,試圖干預 AI 訓練管線與模型權重安全。

Agent Lifecycle Toolkit (ALTK) 開源:提供 AI 代理全生命週期監控 ref-328

新開源的 ALTK 提供了一套中間件標準,協助企業解決 Agent 在長期運行中出現的「隱形失敗」。它能在工具調用、數據存取及輸出審核階段自動介入修復,提升代理系統的穩定度與合規性。

Anthropic 遭爆 Pentagon 在委內瑞拉突襲任務中使用 Claude ref-41, ref-44, ref-409

《紐約客》與相關媒體指出,美國國防部在委內瑞拉執行任務期間,使用 Anthropic Claude 進行實時情報分析。儘管 Anthropic 持續推動 AI 安全治理,但「AI 參戰」的既成事實仍引發倫理爭議。


市場洞察

  1. 從「對話框」到「操作系統」:AI 代理的物理化與本機化趨勢 (ref-50, ref-123, ref-362): 延續上週「On-device AI」的熱議,今日 Manus AI 推出的桌面代理與 阿里巴巴 的多代理平台,顯示市場正從「問答助手」轉向「行為執行者」。AI 代理不再只是回覆訊息,而是獲得了操控本機檔案與第三方工具的權限。這意味著未來生產力工具的競爭將發生在 OS 層級的整合深度,而非單純的模型智商。

  2. 硬體架構為「代理工作流」量身定制 (ref-13, ref-202, ref-214): Nvidia 發布 Vera CPU 與 Groq 3 LPU 是一個關鍵信號。過去硬體是為了「吞噬大量矩陣運算(訓練)」設計,現在則是為了「極低延遲的決策調度(推理與代理)」優化。黃仁勳提到的「AI 工廠」概念,正式將 AI 從實驗室研發,推進到具備工業級產出能力的企業自動化生產線。

  3. 企業部署的核心門檻:資安與成本的可預測性 (ref-104, ref-198, ref-328, ref-307): 市場對 NemoClaw 與支出上限功能的積極反應,反映了企業導入 AI 的兩大痛點:資安與預算。Nvidia 選擇加固開源框架 OpenClaw,說明了「治理工具」正成為與「算力」同等重要的基礎設施。隨著 Agent Lifecycle Toolkit (ALTK) 等中間件的成熟,AI 代理將具備像傳統軟體一樣的可審計與可管理性。

  4. 長上下文與「記憶」引發的版權與安全拉鋸 (ref-35, ref-54, ref-128, ref-268): Britannica 的訴訟直擊了模型的核心缺陷:「記憶現象」(Memorization)。當模型具備超長上下文與強大擬合能力時,極易產出與訓練集高度相似的內容。這將迫使 OpenAI 等公司在技術路徑上進行權衡,也預示著未來「專利化、私有化數據」的授權成本將成為 AI 公司的沈重負擔。

Sources 526 items
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72B distributed training run; computer vision is harder than generative text ref-39 The Rundown AI Musk takes xAI into a full rebuild ref-40 Interconnects What comes next with open models ref-41 Latent Space [AINews] NVIDIA GTC: Jensen goes hard on OpenClaw, Vera CPU, and announces $1T sales backlog in 2027 ref-42 Simon Willison Introducing Mistral Small 4 ref-43 Simon Willison Use subagents and custom agents in Codex ref-44 Simon Willison Quoting A member of Anthropic’s alignment-science team ref-45 Simon Willison Quoting Guilherme Rambo ref-46 Simon Willison Coding agents for data analysis ref-47 Simon Willison How coding agents work ref-48 TechCrunch AI Picsart now allows creators to ‘hire’ AI assistants through agent marketplace ref-49 TechCrunch AI Nvidia’s version of OpenClaw could solve its biggest problem: security ref-50 TechCrunch AI Jensen Huang just put Nvidia’s Blackwell and Vera Rubin sales projections into the $1 trillion stratosphere ref-51 TechCrunch AI Warren presses Pentagon over decision to grant xAI access to classified networks ref-52 TechCrunch AI Memories AI is building the visual memory layer for wearables and robotics ref-53 TechCrunch AI Elon Musk’s xAI faces child porn lawsuit from minors Grok allegedly undressed ref-54 TechCrunch AI Nvidia’s DLSS 5 uses generative AI to boost photorealism in video games, with ambitions beyond gaming ref-55 TechCrunch AI How to watch Jensen Huang’s Nvidia GTC 2026 keynote — and what to expect ref-56 TechCrunch AI Another deep tech chip startup becomes a unicorn: Frore hits $1.64B ref-57 TechCrunch AI Fuse raises $25M to disrupt aging loan origination systems used by US credit unions ref-58 TechCrunch AI The dictionary sues OpenAI ref-59 The Verge AI DLSS 5 looks like a real-time generative AI filter for video games ref-60 The Verge AI Teens sue Elon Musk’s xAI over Grok’s AI-generated CSAM ref-61 The Verge AI Benjamin Netanyahu is struggling to prove he’s not an AI clone ref-62 The Verge AI Encyclopedia Britannica is suing OpenAI for allegedly ‘memorizing’ its content with ChatGPT ref-63 The Verge AI Yahoo CEO Jim Lanzone on reviving the web’s homepage ref-64 The Verge AI This is not a fly uploaded to a computer ref-65 The Verge AI OpenAI’s adult mode will reportedly be smutty, not pornographic ref-66 MIT Technology Review AI Where OpenAI’s technology could show up in Iran ref-67 MIT Technology Review AI Nurturing agentic AI beyond the toddler stage ref-68 MIT Technology Review AI Securing digital assets against future threats ref-69 TechMeme Q&A with CEO Jim Lanzone on Yahoo being "very profitable", its new AI search engine, focusing on sports content, including original video and podcasts, and more (Nilay Patel/The Verge) ref-70 TechMeme Open models will largely lose if they keep chasing closed frontier AI models; instead, open models should serve as complementary tools to closed agents (Nathan Lambert/Interconnects AI) ref-71 TechMeme Nvidia says game developers have full "artistic control over DLSS 5's effects", following backlash alleging that the AI rendering tech altered source material (Tyler Wilde/PC Gamer) ref-72 TechMeme Alibaba launches Wukong, an enterprise AI platform that coordinates multiple AI agents to handle complex tasks like document editing, currently in beta (Reuters) ref-73 TechMeme Mistral releases Small 4, its first model to unify reasoning, multimodal, and coding capabilities of its flagship Magistral, Pixtral, and Devstral models (Mistral AI) ref-74 TechMeme A reporter details harassment and death threats from gamblers who stand to win a Polymarket bet if he would change his report on a missile impact in Israel (Emanuel Fabian/The Times of Israel) ref-75 TechMeme Fuse, which offers AI-powered loan origination software to credit unions and other financial institutions, raised a $25M Series A (Marina Temkin/TechCrunch) ref-76 TechMeme How Disney Imagineering built an Olaf robot, set to arrive at Disneyland Paris this month, and taught it to move via reinforcement learning and simulation (Jacob Krol/TechRadar) ref-77 TechMeme In an all-hands meeting, Fidji Simo described plans to shift OpenAI's strategy around coding and business users, urging staff to avoid "side quests" (Berber Jin/Wall Street Journal) ref-78 TechMeme RoboForce, which is developing robotics systems to perform physically demanding industrial work, raised $52M led by YZi Labs, bringing its total funding to $67M (Duncan Riley/SiliconANGLE) ref-79 TechMeme Nvidia announces the Nemotron Coalition, which includes Thinking Machines Lab, Cursor, and Mistral and will develop an open model trained on Nvidia DGX Cloud (Sebastian Moss/DatacenterDynamics) ref-80 TechMeme Nscale acquires American Intelligence & Power, which owns a 2,250-acre data center campus in West Virginia, where it plans to build up to 8GW of compute by 2031 (Robbie Whelan/Wall Street Journal) ref-81 TechMeme Austin-based Ironlight, which is building a regulated marketplace for tokenized securities, raised a $21M Series A; its platform received FINRA approval in 2025 (Ryan Lawler/Axios) ref-82 TechMeme Manus introduces My Computer, a desktop application that enables its AI agent to interact directly with the user's local files, tools, and applications (Manus) ref-83 TechMeme Roche says it has deployed 3,500+ Nvidia Blackwell GPUs, which it calls "the greatest announced GPU footprint available to a pharmaceutical company" (Sebastian Moss/DatacenterDynamics) ref-84 InfoQ AI/ML QCon London 2026: Behind Booking.com's AI Evolution: The Unpolished Story ref-85 InfoQ AI/ML Google Open-Sources the Common Expression Language for Python ref-86 InfoQ AI/ML QCon London 2026: How To Run on Three Clouds at Once, and When Not To ref-87 InfoQ AI/ML QCon London 2026: The Hidden Power of Boring Problems ref-88 InfoQ AI/ML DoorDash Builds DashCLIP to Align Images, Text, and Queries for Semantic Search Using 32M Labels ref-89 InfoQ AI/ML Presentation: Image Processing for Automated Tests ref-90 InfoQ AI/ML Devnexus 2026: Focus on AI with Core Java, Java Frameworks, Security and Career Mentoring ref-91 InfoQ AI/ML Article: Evaluating AI Agents in Practice: Benchmarks, Frameworks, and Lessons Learned ref-92 InfoQ AI/ML Podcast: Andres Almiray on How to Release Any Software to Any OS with JReleaser ref-93 The New Stack Nvidia brings together AI labs to build the next generation of open base models ref-94 The New Stack Nvidia’s NemoClaw is OpenClaw with guardrails ref-95 The New Stack Cursor built a fleet of security agents to solve a familiar frustration ref-96 The New Stack Anthropic doubles Claude usage outside peak hours — but it won’t last forever ref-97 The New Stack Why AI workloads are breaking traditional Kubernetes observability strategies ref-98 The New Stack Anthropic makes a pricing change that matters for Claude’s longest prompts ref-99 The New Stack Agents write code. They don’t do software engineering. ref-100 Wired AI Models Are Applying to Be the Face of AI Scams ref-101 TechCrunch Startups Apple acquires video editing software company MotionVFX ref-102 TechCrunch Startups Walmart-backed PhonePe shelves IPO as global tensions rattle markets ref-103 Stratechery Agents Over Bubbles ref-104 Tom's Hardware Dell updates Alienware gaming laptops with Intel’s Arrow Lake-HX Refresh CPUs — 16-inch models receive OLED display and GPU upgrades ref-105 Tom's Hardware Micron enters high-volume production of HBM4 for Nvidia Vera Rubin - 2.3x bandwidth improvement and 20% boost in power efficiency ref-106 Tom's Hardware Jensen Huang expects Nvidia to sell $1 trillion of AI hardware through 2027 — AI buildout intensifies as Agentic AI takes hold ref-107 Tom's Hardware Nvidia announces Vera Rubin Space Module — up to 25x the AI compute of H100 for orbital data centers ref-108 Tom's Hardware Nvidia's Nemotron coalition brings eight AI labs together to build open frontier models ref-109 Tom's Hardware Intel Xeon 6 selected as host CPU for Nvidia DGX Rubin NVL8 systems — Intel wins a contract as Nvidia enters data center processor market with Vera CPUs ref-110 Tom's Hardware Nvidia Groq 3 LPU and Groq LPX racks join Rubin platform at GTC — SRAM-packed accelerator boosts 'every layer of the AI model on every token' ref-111 Tom's Hardware Nvidia unveils details of new 88-core Vera CPUs positioned to compete with AMD and Intel – new Vera CPU rack features 256 liquid-cooled chips that deliver up to a 6X gain in CPU throughput ref-112 Tom's Hardware Nvidia debuts DLSS 5 for increased visual fidelity in games — AI-infused tech transforms pixels with photorealistic lighting and materials ref-113 Tom's Hardware Meta's new MTIA lineup joins hyperscalers' unified push for dedicated inferencing chips — companies diversify AI chips in effort to diversify from sole reliance on Nvidia ref-114 Tom's Hardware Microsoft and Samsung scramble to fix a major C: drive lockout bug on Galaxy devices — faulty Galaxy Connect app leaves users with 'limited' recovery options following recent Windows 11 update ref-115 Tom's Hardware Nvidia GTC 2026 keynote live blog — Vera Rubin GPUs and CPUs, DLSS 5, and the 'future of technology' ref-116 Tom's Hardware Creative updates its Sound Blaster PCIe sound card line after 5 years — new $79.99 Audigy FX Pro 7.1 pitched as ‘clear upgrade over standard onboard audio’ ref-117 Tom's Hardware Intel's roadmaps examined — 14A, Nova Lake, Diamond Rapids & AI accelerator push ref-118 Tom's Hardware First credible leak of an AMD Zen 6 processor pops up on Geekbench — ten-core CPU seems to have 32MB of L3 cache ref-119 Tom's Hardware No more stick drift for under $50 — 8BitDo's Pro 3 controller with Hall-Effect TMR sticks and swappable ABXY buttons is 29% off while stocks last ref-120 Tom's Hardware Save $290 on this all-AMD gaming PC with a 9800X3D and RX 9070 XT for 4K gaming — just $2,259 for an elite CyberPowerPC rig with 32GB of DDR5 RAM and a huge 2TB SSD ref-121 Tom's Hardware GTC 2026 ref-122 Tom's Hardware STMicro to deploy humanoid robots to its legacy fabs in Europe — over 100 humanoid robots to be used for routine and physically demanding tasks in fight for efficiency ref-123 Tom's Hardware Chinese GPU vendor Zephyr has cancelled its single-fan RTX 4070 Ti Super due to VRAM price hikes — memory shortage is forcing a pivot to an SFF RTX 4070 Super instead ref-124 Tom's Hardware Flabbergasted GPU repair wizard highlights dangers of liquid metal after leak kills entire RTX 5070 Ti — user-applied TIM spread to every crevice of the PCB, physically cracking and shorting out the core ref-125 Tom's Hardware MSI plans 30% gaming product price hike as memory and GPU shortages bite — 'This year is the most severe year since the company was founded' ref-126 The Hacker News (Security) CISA Flags Actively Exploited Wing FTP Vulnerability Leaking Server Paths ref-127 The Hacker News (Security) GlassWorm Attack Uses Stolen GitHub Tokens to Force-Push Malware Into Python Repos ref-128 The Hacker News (Security) ⚡ Weekly Recap: Chrome 0-Days, Router Botnets, AWS Breach, Rogue AI Agents & More ref-129 The Hacker News (Security) Why Security Validation Is Becoming Agentic ref-130 The Hacker News (Security) ClickFix Campaigns Spread MacSync macOS Infostealer via Fake AI Tool Installers ref-131 The Hacker News (Security) DRILLAPP Backdoor Targets Ukraine, Abuses Microsoft Edge Debugging for Stealth Espionage ref-132 EU Startups London’s First Concepts raises €871.7k to build “taste-aware” AI operating system for creative agencies ref-133 EU Startups Madrid’s Webel closes €4.3 million pre-Series A round to evolve into a home services “super app” across Europe ref-134 EU Startups Why Malta is a great launchpad for startups and investors from across Europe and beyond ref-135 EU Startups Ternary Therapeutics targets “undruggable” proteins with AI-designed molecular glues, raising €4.1 million ref-136 EU Startups With Europe reliant on foreign critical raw materials, Germany’s WeSort.AI raises €10 million to recover them from waste ref-137 EU Startups Mikael da Costa, founder and CEO of WP SEO AI, joins the EU-Startups Summit 2026! ref-138 EU Startups Oxford Medical Simulation secures €5.78 million to tackle healthcare training gap with virtual reality ref-139 EU Startups TMA acquires Amsterdam’s BrainsFirst to combine psychometrics with neuroscience-based talent insights ref-140 EU Startups Utrecht-based Scinus secures €3 million to tackle one of the biggest challenges in cell therapy ref-141 ArXiv Mixture-of-Depths Attention ref-142 ArXiv Mechanistic Origin of Moral Indifference in Language Models ref-143 ArXiv Do Metrics for Counterfactual Explanations Align with User Perception? ref-144 ArXiv From Passive Observer to Active Critic: Reinforcement Learning Elicits Process Reasoning for Robotic Manipulation ref-145 ArXiv OpenSeeker: Democratizing Frontier Search Agents by Fully Open-Sourcing Training Data ref-146 ArXiv Computational Concept of the Psyche ref-147 ArXiv Physics-Informed Neural Systems for the Simulation of EUV Electromagnetic Wave Diffraction from a Lithography Mask ref-148 ArXiv Lore: Repurposing Git Commit Messages as a Structured Knowledge Protocol for AI Coding Agents ref-149 ArXiv The PokeAgent Challenge: Competitive and Long-Context Learning at Scale ref-150 ArXiv Can LLMs Model Incorrect Student Reasoning? 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A View from Priority Graph ref-154 ArXiv Building Trust in PINNs: Error Estimation through Finite Difference Methods ref-155 ArXiv SlovKE: A Large-Scale Dataset and LLM Evaluation for Slovak Keyphrase Extraction ref-156 ArXiv Seeking SOTA: Time-Series Forecasting Must Adopt Taxonomy-Specific Evaluation to Dispel Illusory Gains ref-157 ArXiv Understanding Reasoning in LLMs through Strategic Information Allocation under Uncertainty ref-158 ArXiv Grokking as a Variance-Limited Phase Transition: Spectral Gating and the Epsilon-Stability Threshold ref-159 ArXiv Agentic workflow enables the recovery of critical materials from complex feedstocks via selective precipitation ref-160 ArXiv RSGen: Enhancing Layout-Driven Remote Sensing Image Generation with Diverse Edge Guidance ref-161 ArXiv Talk, Evaluate, Diagnose: User-aware Agent Evaluation with Automated Error Analysis ref-162 ArXiv TabKD: Tabular Knowledge Distillation through Interaction Diversity of Learned Feature Bins ref-163 ArXiv Agent Lifecycle Toolkit (ALTK): Reusable Middleware Components for Robust AI Agents ref-164 ArXiv RoCo Challenge at AAAI 2026: Benchmarking Robotic Collaborative Manipulation for Assembly Towards Industrial Automation ref-165 ArXiv Evasive Intelligence: Lessons from Malware Analysis for Evaluating AI Agents ref-166 ArXiv Unlocking the Value of Text: Event-Driven Reasoning and Multi-Level Alignment for Time Series Forecasting ref-167 ArXiv Music Genre Classification: A Comparative Analysis of Classical Machine Learning and Deep Learning Approaches ref-168 ArXiv Listening to the Echo: User-Reaction Aware Policy Optimization via Scalar-Verbal Hybrid Reinforcement Learning ref-169 ArXiv Physics-informed fine-tuning of foundation models for partial differential equations ref-170 ArXiv CLAG: Adaptive Memory Organization via Agent-Driven Clustering for Small Language Model Agents ref-171 ArXiv Code-A1: Adversarial Evolving of Code LLM and Test LLM via Reinforcement Learning ref-172 ArXiv Beyond the Covariance Trap: Unlocking Generalization in Same-Subject Knowledge Editing for Large Language Models ref-173 ArXiv ViX-Ray: A Vietnamese Chest X-Ray Dataset for Vision-Language Models ref-174 ArXiv Invisible failures in human-AI interactions ref-175 ArXiv Amplification Effects in Test-Time Reinforcement Learning: Safety and Reasoning Vulnerabilities ref-176 ArXiv SEA-Vision: A Multilingual Benchmark for Comprehensive Document and Scene Text Understanding in Southeast Asia ref-177 ArXiv TrinityGuard: A Unified Framework for Safeguarding Multi-Agent Systems ref-178 ArXiv Fusian: Multi-LoRA Fusion for Fine-Grained Continuous MBTI Personality Control in Large Language Models ref-179 ArXiv A Closer Look into LLMs for Table Understanding ref-180 ArXiv When Does Sparsity Mitigate the Curse of Depth in LLMs ref-181 ArXiv CRASH: Cognitive Reasoning Agent for Safety Hazards in Autonomous Driving ref-182 ArXiv DOS: Dependency-Oriented Sampler for Masked Diffusion Language Models ref-183 ArXiv Tagarela - A Portuguese speech dataset from podcasts ref-184 ArXiv PYTHEN: A Flexible Framework for Legal Reasoning in Python ref-185 ArXiv CCTU: A Benchmark for Tool Use under Complex Constraints ref-186 ArXiv Datasets for Verb Alternations across Languages: BLM Templates and Data Augmentation Strategies ref-187 ArXiv From Documents to Spans: Code-Centric Learning for LLM-based ICD Coding ref-188 ArXiv Directional Embedding Smoothing for Robust Vision Language Models ref-189 ArXiv Practicing with Language Models Cultivates Human Empathic Communication ref-190 ArXiv Bidirectional Chinese and English Passive Sentences Dataset for Machine Translation ref-191 ArXiv Efficient Document Parsing via Parallel Token Prediction ref-192 ArXiv The Hrunting of AI: Where and How to Improve English Dialectal Fairness ref-193 ArXiv HindSight: Evaluating Research Idea Generation via Future Impact ref-194 ArXiv Towards Generalizable Robotic Manipulation in Dynamic Environments ref-195 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Anatomy of a Lie: A Multi-Stage Diagnostic Framework for Tracing Hallucinations in Vision-Language Models ref-206 ArXiv Learning Latent Proxies for Controllable Single-Image Relighting ref-207 ArXiv Self-Distillation of Hidden Layers for Self-Supervised Representation Learning ref-208 ArXiv Kimodo: Scaling Controllable Human Motion Generation ref-209 ArXiv Clinically Aware Synthetic Image Generation for Concept Coverage in Chest X-ray Models ref-210 ArXiv FreeTalk: Emotional Topology-Free 3D Talking Heads ref-211 ArXiv Federated Learning of Binary Neural Networks: Enabling Low-Cost Inference ref-212 ArXiv Real-Time Oriented Object Detection Transformer in Remote Sensing Images ref-213 ArXiv ViFeEdit: A Video-Free Tuner of Your Video Diffusion Transformer ref-214 ArXiv Seeing Beyond: Extrapolative Domain Adaptive Panoramic Segmentation ref-215 ArXiv Anchor then Polish for Low-light Enhancement ref-216 ArXiv Automated Counting of Stacked Objects in Industrial Inspection ref-217 ArXiv Evaluating Time Awareness and Cross-modal Active Perception of Large Models via 4D Escape Room Task ref-218 ArXiv MV2UV: Generating High-quality UV Texture Maps with Multiview Prompts ref-219 ArXiv Real-Time Human Frontal View Synthesis from a Single Image ref-220 ArXiv Gym-V: A Unified Vision Environment System for Agentic Vision Research ref-221 ArXiv AnyCrowd: Instance-Isolated Identity-Pose Binding for Arbitrary Multi-Character Animation ref-222 ArXiv HorizonMath: Measuring AI Progress Toward Mathematical Discovery with Automatic Verification ref-223 ArXiv SmartSearch: How Ranking Beats Structure for Conversational Memory Retrieval ref-224 ArXiv Robust and Computationally Efficient Linear Contextual Bandits under Adversarial Corruption and Heavy-Tailed Noise ref-225 ArXiv Effective Distillation to Hybrid xLSTM Architectures ref-226 ArXiv Unbiased and Biased Variance-Reduced Forward-Reflected-Backward Splitting Methods for Stochastic Composite Inclusions ref-227 ArXiv Co-Design of Memory-Storage Systems for Workload Awareness with Interpretable Models ref-228 ArXiv Mamba-3: Improved Sequence Modeling using State Space Principles ref-229 ArXiv Estimating Staged Event Tree Models via Hierarchical Clustering on the Simplex ref-230 ArXiv Predictive Uncertainty in Short-Term PV Forecasting under Missing Data: A Multiple Imputation Approach ref-231 ArXiv Bridging Local and Global Knowledge: Cascaded Mixture-of-Experts Learning for Near-Shortest Path Routing ref-232 ArXiv Vib2ECG: A Paired Chest-Lead SCG-ECG Dataset and Benchmark for ECG Reconstruction ref-233 ArXiv Not All Invariants Are Equal: Curating Training Data to Accelerate Program Verification with SLMs ref-234 ArXiv Deep Reinforcement Learning for Fano Hypersurfaces ref-235 ArXiv RESQ: A Unified Framework for REliability- and Security Enhancement of Quantized Deep Neural Networks ref-236 ArXiv Local Urysohn Width: A Topological Complexity Measure for Classification ref-237 ArXiv A Hybrid Modeling Framework for Crop Prediction Tasks via Dynamic Parameter Calibration and Multi-Task Learning ref-238 ArXiv PMAx: An Agentic Framework for AI-Driven Process Mining ref-239 ArXiv Intelligent Co-Design: An Interactive LLM Framework for Interior Spatial Design via Multi-Modal Agents ref-240 ArXiv SAGE: Multi-Agent Self-Evolution for LLM Reasoning ref-241 ArXiv Token Coherence: Adapting MESI Cache Protocols to Minimize Synchronization Overhead in Multi-Agent LLM Systems ref-242 ArXiv Why Agents Compromise Safety Under Pressure ref-243 ArXiv Sample-Efficient Hypergradient Estimation for Decentralized Bi-Level Reinforcement Learning ref-244 ArXiv Forecast-Aware Cooperative Planning on Temporal Graphs under Stochastic Adversarial Risk ref-245 ArXiv EARCP: Self-Regulating Coherence-Aware Ensemble Architecture for Sequential Decision Making -- Ensemble Auto-Regule par Coherence et Performance ref-246 ArXiv EcoFair-CH-MARL: Scalable Constrained Hierarchical Multi-Agent RL with Real-Time Emission Budgets and Fairness Guarantees ref-247 ArXiv An End-to-end Architecture for Collider Physics and Beyond ref-248 ArXiv Autonomous Agents Coordinating Distributed Discovery Through Emergent Artifact Exchange ref-249 ArXiv Low-Complexity and Consistent Graphon Estimation from Multiple Networks ref-250 ArXiv Efficient Morphology-Control Co-Design via Stackelberg Proximal Policy Optimization ref-251 ArXiv Persistence Spheres: a Bi-continuous Linear Representation of Measures for Partial Optimal Transport ref-252 ArXiv Active Seriation: Efficient Ordering Recovery with Statistical Guarantees ref-253 ArXiv Scalable Simulation-Based Model Inference with Test-Time Complexity Control ref-254 ArXiv Decomposing Probabilistic Scores: Reliability, Information Loss and Uncertainty ref-255 ArXiv The Sampling Complexity of Condorcet Winner Identification in Dueling Bandits ref-256 ArXiv Establishing Construct Validity in LLM Capability Benchmarks Requires Nomological Networks ref-257 ArXiv Analyzing Error Sources in Global Feature Effect Estimation ref-258 ArXiv Spatio-temporal probabilistic forecast using MMAF-guided learning ref-259 ArXiv Riemannian Motion Generation: A Unified Framework for Human Motion Representation and Generation via Riemannian Flow Matching ref-260 ArXiv Bayesian Inference for Missing Physics ref-261 ArXiv Informative Perturbation Selection for Uncertainty-Aware Post-hoc Explanations ref-262 ArXiv Dataset Distillation Efficiently Encodes Low-Dimensional Representations from Gradient-Based Learning of Non-Linear Tasks ref-263 ArXiv Preconditioned One-Step Generative Modeling for Bayesian Inverse Problems in Function Spaces ref-264 ArXiv Understanding the geometry of deep learning with decision boundary volume ref-265 ArXiv Chain-of-Trajectories: Unlocking the Intrinsic Generative Optimality of Diffusion Models via Graph-Theoretic Planning ref-266 ArXiv Scalable Text-Embedding-informed Cognitive Diagnosis of Large Language Models ref-267 ArXiv Delightful Policy 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