- 资讯公开站Digitimes
Machvision's dual-track strategy enters early growth as semiconductor, substrate visibility reaches 3 years
Machvision said its "dual-track, four-line" strategy has entered an early growth phase as demand for AI servers, high-speed transmission, and advanced packaging continues to rise. The company said visibility for semicond…
- 资讯公开站Digitimes
Volvo Taiwan sees AI wealth lift economy, but not yet car demand
Volvo Car Taiwan acting president Eric Lin said on Sept. 30 that Taiwan's economy is improving on the back of the AI boom, but that the wealth gains are unlikely to translate into stronger car sales in the near term. He …
- 资讯公开站Digitimes
Google skips Gemini 3.5 Pro, launches Gemini 4 Argon at US$2/$10 per million tokens
Google has unveiled Gemini 4 Argon, its new top-tier AI model, after months of delays and the cancellation of Gemini 3.5 Pro, launching it at introductory prices of US$2 per million input tokens and US$10 per million out…
- 资讯公开站Digitimes
MediaTek TPU orders rise as chip capacity war intensifies
MediaTek's Google Tensor Processing Unit (TPU) business is still moving steadily higher, but supply-chain sources say the real limit is capacity as chipmakers and cloud service providers (CSPs) battle for semiconductor o…
- 资讯公开站Digitimes
Samsung AI Forum 2026 puts agentic AI at center of transformation across devices, robotics, and chipmaking
Samsung Electronics brought global AI experts and researchers together in Seoul on September 30 for the Samsung AI Forum 2026, exploring how agentic AI and physical AI can deliver measurable business value across enterpr…
- 资讯公开站Digitimes
Tata Electronics leans on INR612.8 billion in guarantees to fund iPhone, chip expansion
Tata Electronics, Apple's contract manufacturing partner, provided INR612.8 billion (US$6.38 billion) in corporate guarantees on behalf of its subsidiaries in fiscal 2026 as it expanded iPhone manufacturing and semicondu…
- 资讯公开站Digitimes
OpenAI claims to thwart model distillation attack tied to Moonshot
OpenAI said it detected and blocked an organized adversarial distillation attack, with some activity linked to Chinese AI startup Moonshot AI. The company said it first spotted the effort on July 1 and saw a peak on July…
- 资讯公开站Digitimes
US unveils South Korea's US$20B nuclear, Alaska LNG investment
The US has unilaterally announced South Korea's investment package in the US, including Alaska LNG development and the construction of eight large nuclear power plants. Seoul had previously listed those two projects as i…
- 资讯公开站Digitimes
Qualcomm, Samsung redesign chip packaging as heat limits phone performance
Qualcomm and Samsung Electronics are redesigning how memory is packaged with flagship smartphone processors, as rising chip performance puts greater pressure on the limited cooling capacity of mobile devices.
- 资讯公开站Digitimes
Nvidia ties AI agent security to BlueField-4, Vera CPU
Over the past year, Nvidia has repeatedly observed AI agents drifting beyond approved workflows. In some cases, agents quietly escalated read permissions to write access, sent requests to unauthorized endpoints, or click…
- 资讯公开站Digitimes
Jabil targets US$17.5 billion in data center revenue as it builds out power, cooling, and networking
Jabil's plan for fiscal 2027 puts a price tag on its move from building servers to building the power, cooling, and networking systems around them. The company expects about US$17.5 billion of cloud and data-center infra…
- 资讯公开站Digitimes
Synopsys raises long-term growth and margin targets, guides fiscal 2027 revenue to US$11.15 billion
Synopsys is betting that custom silicon and AI-driven chip design will lift its growth above the double-digit pace it previously targeted. At its investor day in New York on September 30, 2026, the design software and IP…
- 论文公开站arXiv
Phase-Field Modeling of Liquid Phases with Ordering
A strong negative enthalpy of mixing can lead to ordering in liquid solutions. To describe ordering in liquids, different thermodynamic descriptions of liquid phases have been developed in the CALPHAD approach, including…
- 论文公开站arXiv
Compression Footprints as Security Signals for Model-Poisoning Defense in Federated Learning
Lossy compression is widely used in Federated Learning (FL) but is generally treated as an error source, while conventional poisoning defenses inspect update geometry. In this work, we instead treat the compressor's resp…
- 论文公开站arXiv
Scaling Laws for Looped Mixture of Experts
Looped transformers and Mixture-of-Experts (MoE) offer complementary routes to efficient scaling: recurrence increases computational depth at fixed parameters, while MoE sparsity expands total capacity at fixed active co…
- 论文公开站arXiv
MatLoom: Layered Text-to-Material Generation in a Compact Program Space
Material generation should produce not only an appearance, but also the rules that construct it. We introduce MatLoom, a compact, layer-oriented language for text-to-material generation with pretrained language models. E…
- 论文公开站arXiv
Cogentic：面向自动证明发现的多智能体编排
Cogentic: Multi-Agent Orchestration for Automated Proof Discovery
提出 Cogentic，一个用于开放研究问题自动证明发现的多智能体框架。前沿语言模型虽能单次生成优质数学想法，但面对需多路径探索的开放问题，单次生成往往不足。
- 论文公开站arXiv
WorldAuditBench：多模态智能体的交互式3D世界审计
WorldAuditBench: Interactive 3D World Auditing with Multimodal Agents
随着交互式3D世界被广泛用于研究智能行为，识别其中异常（如悬浮物体、可穿墙、与环境不一致的物体）的高效流程变得重要，本文提出相应基准。
- 论文公开站arXiv
Turbo Harness：实例自适应框架优化
Turbo Harness: Instance-Adaptive Harness Optimization
自动化搜索有效框架是实现智能体递归自我改进的重要一步。现有优化通常产出统一应用于所有任务的单一全局框架，但适用于某类任务的框架未必通用。
- 论文公开站arXiv
DP-SGD 下权重绑定对纯解码器 LLM 是否仍有益？
Is Weight Tying Still Beneficial for Decoder-Only LLMs in Private Settings Under DP-SGD?
DP-SGD 是大模型隐私保护微调的主流方法。许多纯解码器 LLM 采用输入输出嵌入权重绑定，本文在差分隐私设定下重新审视这一设计是否仍然有利。
- 论文公开站arXiv
Ego4WAM：扩展第一人称人类数据用于机器人学习的关键因素
Ego4WAM: What Matters When Scaling Egocentric Human Data for Robot Learning?
第一人称人类数据为机器人学习提供可扩展经验，但在人机对齐、行为覆盖和监督信号上差异显著。已有工作显示数据越多效果越好，但哪些数据属性真正关键仍不明确。
- 论文公开站arXiv
图像分类器是高效的自监督视频表征学习器
Image Classifiers are Efficient Self-Supervised Video Representation Learners
提出 VideoMSN，一种用于视频高效自监督时空表征学习的掩码孪生网络框架。它不依赖重型3D架构或重建式自编码器，而是复用标准图像分类器处理无标注数据。
- 论文公开站arXiv
AssemblyWorld：用通用智能体重思3D装配
AssemblyWorld: Rethinking 3D Assembly with General-Purpose Agents
3D装配需将零件及其关系的理解转化为精确空间排布。本文探究预训练通用智能体能否仅通过视觉交互完成物体装配，而无需针对装配任务额外微调。
- 论文公开站arXiv
ViTeX-Bench：高保真视频场景文本编辑基准
ViTeX-Bench: Benchmarking High-Fidelity Video Scene Text Editing
视频生成日益逼真可控，但视频编辑仍欠成熟，尤其是需保持原始场景动态的精确局部编辑。视频场景文本编辑需替换店面招牌等场景表面上的文字。
- 论文公开站arXiv
去除时间捷径可改进非侵入式脑机文本解码
Removing Timing Shortcuts Improves Non-Invasive Brain-to-Text
研究发现，多项报道的非侵入式脑信号词解码性能提升，在完全不用脑数据的情况下也能复现。在 d'Ascoli 等人（2025）的工作中，受试者感知连续语音的脑活动时间序列被分段处理。
