hardware

SwiftVR: Real-Time One-Step Generative Video Restoration

arXiv:2606.09516v1 Announce Type: new Abstract: Real-time video restoration (VR) for live streams requires high-resolution outputs under strict per-frame latency constraints. Existing one-step diffusi

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TAO: Tolerance-Aware Optimistic Verification for Floating-Point Neural Networks

DGX agent

arXiv:2510.16028v4 Announce Type: replace-cross Abstract: Neural networks increasingly run on hardware outside the user's control (cloud GPUs, inference marketplaces). Yet ML-as-a-Service reveals litt

hardwarearxiv-cs-ai

9 Jun 2026

Toward Compiler World Models: Learning Latent Dynamics for Efficient Tensor Program Search

arXiv:2606.09312v1 Announce Type: new Abstract: Tensor program optimization is essential for modern machine learning systems, but its search space is enormous. Existing auto-schedulers reduce measurem

Towards Automated Kernel Generation in the Era of LLMs

arXiv:2601.15727v3 Announce Type: replace Abstract: The performance of modern AI systems is fundamentally constrained by the quality of their underlying GPU kernels, which translate high-level algorit

TUDSR: Twice Upsampling-Diffusion for Higher Super-Resolution

arXiv:2606.09608v1 Announce Type: new Abstract: Diffusion-based generative models have achieved remarkable success in real-world image super-resolution (SR). With tiled diffusion techniques, these mod

Ultra Flash: Scaling Real-Time Streaming Video Generation to High Resolutions

arXiv:2606.09150v1 Announce Type: new Abstract: While recent autoregressive video diffusion models achieve remarkable streaming quality, they remain confined to low resolutions (e.g., 480P), leaving e

What EU regulations does to AI

EU regulations, particularly the AI Act, establish comprehensive compliance requirements for AI systems including risk-based classification, transparency obligations, and restrictions on high-risk app

hardwaredylan-patel--x

Accelerated Fourier SAT (AFSAT): Fully Realising a GPU-based Symmetric Pseudo-Boolean SAT Solver

arXiv:2606.06641v1 Announce Type: new Abstract: We present Accelerated Fourier SAT (AFSAT), a GPU-accelerated solver for pseudo-Boolean satisfiability based on continuous local search (CLS). AFSAT rea

Broadband Hyperspectral 3D Imaging using Dispersed Structured Light

arXiv:2605.25757v2 Announce Type: replace Abstract: Hyperspectral 3D imaging enables the capture of dense spectral information and scene geometry but has traditionally been confined to narrow spectral

China's Unitree Will Dominate Global Robotics

Unitree, a Chinese robotics company, is positioned to become a dominant force in global robotics due to its advanced quadruped and humanoid robot technologies, competitive pricing, and rapid innovatio

hardwaresemianalysis

China's Unitree Will Dominate Global Robotics The Fastest Iteration Cycle In Next-Gen Robotics Should See Unprecedented Acceleration https:/…

China's Unitree Will Dominate Global Robotics The Fastest Iteration Cycle In Next-Gen Robotics Should See Unprecedented Acceleration https://newsletter.semianalysis.com/p/chinas-unitree-will-dominate-

hardwaredylan-patel--x

E2Former-V2: On-the-Fly Equivariant Attention with Linear Activation Memory

arXiv:2601.16622v2 Announce Type: replace-cross Abstract: Equivariant Graph Neural Networks (EGNNs) have become a widely used approach for modeling 3D atomistic systems. However, mainstream architectu

FP8 is All You Need (Part 1): Debunking Hardware FP64 as the HPC Holy Grail

arXiv:2606.06510v1 Announce Type: cross Abstract: Conventional HPC dogma holds that native hardware FP64 silicon is the irreducible foundation of scientific computing -- the 'holy grail' of double-pre

Good take My guess is - demand for intelligence is near infinite - but 80% of workloads will be running on 99% cheaper models within 12-18 m…

Good take My guess is - demand for intelligence is near infinite - but 80% of workloads will be running on 99% cheaper models within 12-18 months - 20% of workloads will still run on latest gen models

hardwareclem-delangue--x

How the UK Is Turning Sovereign AI Ambition Into Action With NVIDIA Technologies

A year ago at London Tech Week, NVIDIA founder and CEO Jensen Huang and U.K. Prime Minister Keir Starmer made a declaration: the U.K. would be an AI maker, not an AI taker. At this year’s event, NVIDI

I'll never forget @GaryMarcus' comment at last autumn's @MediaTechDem conference in MTL - something to the effect of 'what if Nvidia are jus…

I'll never forget @GaryMarcus' comment at last autumn's @MediaTechDem conference in MTL - something to the effect of 'what if Nvidia are just the people who sold shovels in the gold rush'? Striking pa

LuMamba: Latent Unified Mamba for Electrode Topology-Invariant and Efficient EEG Modeling

arXiv:2603.19100v2 Announce Type: replace Abstract: Electroencephalography (EEG) enables non-invasive monitoring of brain activity across clinical and neurotechnology applications, yet building founda

macOS 27 requires Apple Silicon, as Apple draws down the Intel Mac era

macOS 27 will be compatible with Apple silicon Macs only, requiring an M-series chip or newer. macOS 26 Tahoe is the final major macOS version for Intel-based Macs. The incompatibility stems from the

hardwarears-technica

@METR_Evals previously on @cognition_labs https://x.com/swyx/status/2062611218196771017?s=20

@METR_Evals previously on @cognition_labs https://x.com/swyx/status/2062611218196771017?s=20 Finally! the first eval ship from cog!!!!!!!!!! 👼🏼 To contextualize: @METR_Evals cap out at ~16 hours. Cog

hardwareswyx--x

MVSegNet: A Lightweight Boundary-Aware Network for Fetal Lateral Ventricle Segmentation and Atrial Width Estimation in Prenatal Ultrasound

arXiv:2606.06958v1 Announce Type: new Abstract: Fetal ventriculomegaly is assessed by measuring the atrial width of the lateral ventricle in prenatal ultrasound. Accurate segmentation is essential for

Nvidia and LG expand their partnership in AI, robotics, and mobility tech, including building an AI factory and co-designing future data center architectures (Choi Eun-Kyung/The Chosun Daily)

Choi Eun-Kyung / The Chosun Daily: Nvidia and LG expand their partnership in AI, robotics, and mobility tech, including building an AI factory and co-designing future data center architectures — Jense

NVIDIA and LG Group Build an AI Factory to Advance Physical AI, Mobility and AI Infrastructure

NVIDIA and LG Group are building an AI factory to accelerate LG Group’s next wave of AI-driven businesses, spanning robotics, autonomous driving, data center technologies and GPU cloud services. The A

Nvidia partners with South Korea’s SK hynix, Naver and Doosan to expand the country’s AI infrastructure

Artificial intelligence chipmaker Nvidia Corp. today announced a slate of new partnerships with some of South Korea’s biggest technology, including the memory chip supplier SK hynix Inc., internet gia

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PhysicsX reels in $300M to speed up hardware design with AI

PhysicsX Ltd., a startup using artificial intelligence to speed up hardware design projects, today announced that it has raised 300 million in funding. Returning investor Temasek led the Series C roun

hardwaresiliconangle

Scalable Joint Resource Allocation for SLO-Constrained LLM Inference in Heterogeneous GPU Clouds

arXiv:2604.07472v2 Announce Type: replace Abstract: Serving large language model (LLM) inference in cloud environments requires jointly optimizing model selection, GPU provisioning, parallelism config

TorchKM: A GPU-Oriented Library for Kernel Learning and Model Selection

arXiv:2606.06742v1 Announce Type: new Abstract: TorchKM is an open-source library for kernel machines, including support vector machines, kernel logistic regression, and kernel quantile regression, wi

Train Models Faster with JAX and MaxText Using NVFP4 on NVIDIA Blackwell

This NVIDIA technical article addresses how low-bit mixed-precision pre-training accelerates large language model training, where optimizing numerical precision can reduce training time across distrib

hardwarenvidia-developer

VIRTUS-FPP: Virtual Sensor Modeling for Fringe Projection Profilometry in NVIDIA Isaac Sim

arXiv:2509.22685v2 Announce Type: replace-cross Abstract: Fringe projection profilometry (FPP) is a high-precision structured-light sensing technique for 3D surface reconstruction, yet its practical d

Xiaomi just claimed 1,000+ tps on a 1T model using a standard 8-GPU server

Xiaomi achieved over 1,000 tokens per second output from a 1 trillion-parameter model using a single standard 8-GPU commodity node through extreme model-system codesign . The approach combines FP4 qua

hardwarer-localllama

American Open Source is so back. 9 / 30 of the models on page 1 of Huggingface are published by Nvidia.

Nvidia has significantly increased its presence in open-source AI models, with 9 out of 30 models on the first page of Hugging Face's model hub published by the company. This observation reflects Nvid

hardwareclem-delangue--x

Donations to Jensen Huang’s retirement fund, ordered by magnitude. strictly speaking not every penny went to Nvidia.

This post likely presents a satirical or critical commentary on Jensen Huang's wealth accumulation, possibly comparing his personal gains to Nvidia's financial performance or suggesting that his retir

NVIDIA and Doosan Group Collaborate to Advance Physical AI and AI Factory Infrastructure

NVIDIA and Doosan Group are expanding their collaboration to advance new opportunities across physical AI, robotics and AI factory infrastructure, spanning Doosan Robotics, Doosan Bobcat, Doosan Enerb

Nvidia and SK Hynix sign a multiyear chip deal to develop next-gen memory; SK Hynix will diversify into infrastructure, physical AI, and memory for Vera Rubin (Yoolim Lee/Bloomberg)

Yoolim Lee / Bloomberg: Nvidia and SK Hynix sign a multiyear chip deal to develop next-gen memory; SK Hynix will diversify into infrastructure, physical AI, and memory for Vera Rubin — Nvidia Corp. an

NVIDIA, KRAFTON, NC and Reigning ‘League of Legends’ Champions T1 Celebrate RTX Spark at Korea’s PC Bangs

At GTC Taipei at COMPUTEX last week, NVIDIA unveiled RTX Spark, the superchip that reinvents Windows PCs for the era of personal AI agents. On the heels of this announcement, NVIDIA founder and CEO Je

Nvidia says South Korea-based Naver will use Nvidia's DSX tech to build AI factories at 'gigawatt scale' to meet global demand for AI services and physical AI (Heekyong Yang/Reuters)

Heekyong Yang / Reuters: Nvidia says South Korea-based Naver will use Nvidia's DSX tech to build AI factories at “gigawatt scale” to meet global demand for AI services and physical AI — Nvidia (NVDA.O

Beyond Code Pairs: Dialogue-Based Data Generation for LLM Code Translation

arXiv:2512.03086v2 Announce Type: replace-cross Abstract: Large language models (LLMs) have shown remarkable capabilities in code translation, yet their performance deteriorates in low-resource progra

CuTeGen: An LLM-Based Agentic Framework for Generation and Optimization of High-Performance GPU Kernels using CuTe

arXiv:2604.01489v2 Announce Type: replace-cross Abstract: High-performance GPU kernels are critical to modern machine learning systems, yet developing them remains a manual, expert-driven process. Rec

I don’t know whether to take these specific details like this seriously, but something like this will inevitably happen, sooner or later — a…

I don’t know whether to take these specific details like this seriously, but something like this will inevitably happen, sooner or later — and absolutely devastate all the data infrastructure investme

LeWorldModel: Stable End-to-End Joint-Embedding Predictive Architecture from Pixels

arXiv:2603.19312v3 Announce Type: replace-cross Abstract: Joint Embedding Predictive Architectures (JEPAs) offer a compelling framework for learning world models in compact latent spaces, yet existing

Mac mini M4 vs Pc with Nvidia 5060 8gb for ai workloads?

The Mac mini M4 uses unified memory architecture where CPU and GPU share a single 24GB memory pool, while the RTX 5060 has dedicated VRAM. Mac mini M4 is preferred for large model inference (70B param

hardwarer-ollama

RedKnot: Efficient Long-Context LLM Serving with Head-Aware KV Reuse and SegPagedAttention

arXiv:2606.06256v1 Announce Type: new Abstract: As the input length of large language model (LLM) serving continues to grow, the KV cache has become a dominant bottleneck in AI infrastructure. It limi

They said the reason for the sell off was about interest rates , but I agree with @GaryMarcus that it might be about the faltering IPOs pros…

They said the reason for the sell off was about interest rates , but I agree with @GaryMarcus that it might be about the faltering IPOs prospects... Absolutely brutal day for AI fantasies: Nvidia NVDA

Absolutely brutal day for AI fantasies: Nvidia NVDA: down 6.2% Broadcom AVGO: down 7.92% Coreweave CRWV: down 7.07% Nebius NBIS: down 12…

Absolutely brutal day for AI fantasies: Nvidia NVDA: down 6.2% Broadcom AVGO: down 7.92% Coreweave CRWV: down 7.07% Nebius NBIS: down 12.27% Oracle $ORCL: down 9.59% Worst of all? OpenAI is rumored to

Accelerating and Scaling MPC-Guided Reinforcement Learning for Humanoid Locomotion and Manipulation

arXiv:2606.05687v1 Announce Type: new Abstract: In humanoid motion control, model predictive control (MPC) offers physically grounded prediction and constraint handling, while reinforcement learning (

hardwarearxiv-cs-ro

Check out the NVIDIA blog!

Check out the NVIDIA blog! This week at #CVPR2026, NVIDIA Research is presenting three papers across physical ai that offer groundbreaking solutions for training at scale across diverse applications:

hardwarejim-fan--x

Filing: Google has agreed to pay SpaceX $920M per month for access to Nvidia chips as part of a cloud-services deal that runs through mid-2029 (Bloomberg)

Bloomberg: Filing: Google has agreed to pay SpaceX 920M per month for access to Nvidia chips as part of a cloud-services deal that runs through mid-2029 — Alphabet Inc.'s Google has agreed to pay Elon

Flash-WAM: Modality-Aware Distillation for World Action Models

arXiv:2606.05254v1 Announce Type: cross Abstract: World-action models (WAMs) jointly generate future video and robot actions through iterative diffusion, achieving strong performance on manipulation b

Gotta Grow Fast: Design and Benchmarking of a Tip Mount for High-Speed Vine Robots

arXiv:2606.06040v1 Announce Type: new Abstract: Soft, growing vine robots extend through tip eversion, a mechanism that enables navigation through cluttered environments. However, integrating cameras

hardwarearxiv-cs-ro