News / #hardware Tag Hardware 500 articles archived under #hardware · RSS Sign in to follow r/MachineLearning community 1mo ago Grounding LLMs with JEPA-based world models trained in simulation — has this been tried? [D] LLMs describe physics well but don't "understand" it in any grounded sense — they've learned statistical relationships between tokens like "falls" and "gravity", not actual physical intuition. This is basically the Mary's Room problem: Mary knows every physical fact about color… 22 arXiv — Machine Learning research 1mo ago Tri-Band Channel Measurement-Enabled Multi-Layer Digital Twin for Terahertz Wireless Data Centers arXiv:2609.01699v1 Announce Type: new Abstract: The rapid growth of AI computing has driven increasing demands for flexible and high-capacity data-center interconnections. Owing to its ultra-wide bandwidth and high spatial reuse capability, terahertz (THz) communication has… 33 arXiv — Machine Learning research 1mo ago Toward Explainable and Policy-Aware AI for Carbon Credit Price Prediction: A Research Framework for Emerging Carbon Markets arXiv:2609.01765v1 Announce Type: new Abstract: Carbon markets put a price on emissions, yet that price remains hard to forecast. Work in this area clusters on the EU and Chinese schemes, compresses regulatory text into a sentiment score, and reports accuracy without calibration… 38 arXiv — Machine Learning research 1mo ago Refining Heuristic-Based Bitcoin Address Clustering with Graph Neural Networks arXiv:2609.01942v1 Announce Type: new Abstract: Bitcoin's pseudonymous nature makes it challenging to analyze user-level activity, since a single user may control multiple identifiers (addresses). Existing heuristic-based methods attempt to identify addresses belonging to the… 22 arXiv — Machine Learning research 1mo ago Differentiable Electricity-Market Clearing for Gradient-Based Planning arXiv:2609.02646v1 Announce Type: new Abstract: Planning a large data center is difficult because a facility big enough to matter changes the electricity prices it will pay. Those prices are set by market clearing, a constrained optimization problem solved anew in every… 21 arXiv — Machine Learning research 1mo ago Private Computation Space: Experience with Trusted Multi-Cluster Federated Learning for Agriculture arXiv:2609.01667v1 Announce Type: cross Abstract: Artificial Intelligence has shown to help improve agricultural practices, yet adoption remains limited: 69% of U.S. farmers have privacy concerns with sharing their data, and these concerns must be addressed before adoption is… 5 arXiv — NLP / Computation & Language research 1mo ago IDEEA: training-free Input-Dependent stEEring via Activation cluster matching arXiv:2609.02089v1 Announce Type: new Abstract: Steering aligns large language models (LLMs) by injecting a bias into selected activations at inference time, offering a far cheaper alternative to weight-update methods such as supervised fine-tuning or reinforcement learning.… 35 Vercel — AI dev-tools 1mo ago Basic build machines are now available on Pro and Enterprise Pro and Enterprise teams can now select Basic build machines. Basic build machines have 2 vCPUs and 8 GB of memory, offering a more cost-efficient option for smaller apps or agents that build with fewer resources. New Pro and Enterprise projects still default to Elastic build… 11 r/LocalLLaMA community 1mo ago Confirmed bolting Q8 NGram into IQ4 Qwen no speed degradation This came from another thread or comment. I forgot exactly where, but the basic idea was to replace the 51B N-gram layer in Qwen 3.8 Next with a much higher precision version. Someone running a 5090 replaced the N-gram portion of their Qwen 3.8 UD Q4 model with BF16. Since I'm… 33 r/MachineLearning community 1mo ago Where can I find legally usable datasets for advanced audio chord recognition? [D] I’m researching how to build or fine-tune an audio-to-chord-recognition engine comparable in ambition to Song Master Pro / Auralis Sound Prism. The goal is not basic major/minor chord detection. I need reliable recognition of dense harmonic material: jazz, soul, funk, neo-soul,… 26 The Information — AI news-outlet 1mo ago Anthropic Leader Praises President Trump’s Data Center Stance at G20 Meeting Anthropic co-founder Tom Brown called on countries to build more data centers at the G20 Innovation Ministerial in North Carolina on Wednesday, arguing that adding more computing power would be the best way for governments to benefit from AI gains. Elon Musk made similar… 32 arXiv — Machine Learning research 1mo ago Stochastic complexity of vectors containing cluster structure arXiv:2609.00084v1 Announce Type: new Abstract: This paper studies the problem of computing the stochastic probability (shortest code length) of the encoded vectors containing cluster structure using Normalized Maximum Likelihood (NML) model. This is of great theoretical and… 35 arXiv — Machine Learning research 1mo ago Adapting Without Gradients: Affine Statistics Transport and What Its Certificate Can Tell You arXiv:2609.00374v1 Announce Type: new Abstract: Test-time adaptation (TTA) typically assumes that model parameters can be updated at inference time. This assumption is restrictive for inference-only accelerators, frozen or third-party models, and memory-constrained deployments,… 10 arXiv — Machine Learning research 1mo ago DK-GBMKKM: Dynamic Kernel-Space Granular-Ball Multiple Kernel $k$-Means Clustering arXiv:2609.00647v1 Announce Type: new Abstract: Multiple kernel $k$-means integrates complementary nonlinear similarities by learning a combination of base kernels. Its pointwise optimization, however, is sensitive to noisy and boundary samples and repeatedly operates on… 38 arXiv — Machine Learning research 1mo ago Contribution-Aware Bandwidth Allocation for Multimodal Split Learning arXiv:2609.01406v1 Announce Type: new Abstract: Multimodal models are increasingly the default option for perception at the network edge, yet they are trained almost entirely in the datacenter, because a client holding several sensor streams cannot host an encoder per modality.… 24 arXiv — NLP / Computation & Language research 1mo ago OUTLETS: Output-Length Prediction from Speculative Decoding Backbones arXiv:2609.01068v1 Announce Type: new Abstract: The heavy-tailed distribution of output lengths in Large Language Model (LLM) serving poses major challenges for resource provisioning and cluster scheduling. Although output-length prediction can mitigate these issues, existing… 17 r/LocalLLaMA community 1mo ago 4 x DGX Sparks vs AMD Epyc 9xx5 system I see a lot of people buy DGX Sparks, and turn them in to clusters to run large models. Wouldn't it be better to invest $16k into an AMD Epyc server with 768GB or even 384GB of 6000Mhz DDR5 ram, and let's say 2x3090s or 5080s, instead of 4 DGX Sparks with 512GB of ram? Epyc's… 17 The Information — AI news-outlet 1mo ago Dell Raises Sales Forecast on AI Server Demand Dell said Tuesday that revenue for its quarter ending in July rose 58% from the year-ago quarter to $47 billion, beating the high end of its own forecast. The maker of personal computers and servers for AI data centers increased its outlook for the year ending in January 2027 by… 26 The Information — AI news-outlet 1mo ago Elon Musk Calls on Countries to Build Data Centers at North Carolina G20 Meeting Elon Musk lamented a global “crisis of power” on Tuesday as the Tesla and SpaceX CEO spoke virtually at a G20 innovation event hosted in North Carolina by the White House Office of Science and Technology Policy and the Commerce Department. Musk cited a likely 15 gigawatt… 28 The Information — AI news-outlet 1mo ago SoftBank’s SB Energy Files to Go Public SoftBank’s affiliate company SB Energy filed to go public, laying out in detail its ambition to become a neocloud. So far, however, as the filing showed, SB Energy has “no data center capacity” currently operating. SB Energy currently generates revenue from the sale of… 14 The Information — AI news-outlet 1mo ago SpaceX Shakes Up Data Center Leadership After Aggressive Build-Out Elon Musk has shaken up the SpaceX team building the company’s data centers in recent weeks, replacing several leaders with executives from SpaceX’s rocket and satellite internet businesses, people familiar with the matter said. The data center reshuffle follows some civil… 17 Hugging Face Daily Papers research 1mo ago On the Design of Qwen3.8-Next Architecture: Evaluation, Efficiency, and Training Stability Abstract Qwen3.8-Flash-Next is a sparse mixture-of-experts architecture combining hybrid gated delta-net and sparse attention layers, gated residual branches, and off-accelerator n-gram embeddings to improve efficiency, capability, and training stability. Generated by… 5 arXiv — Machine Learning research 1mo ago NVE: A Separability and Coverage-Aware Internal Validation Metric for Biclustering arXiv:2608.29045v1 Announce Type: new Abstract: Biclustering, or co-clustering, aims to discover coherent submatrices by grouping rows and columns of a data matrix simultaneously. This local two-dimensional structure makes validation more difficult than in ordinary clustering,… 33 arXiv — Machine Learning research 1mo ago Tracing Generated Samples to Training-Data Clusters in Flow-Matching Models arXiv:2608.30081v1 Announce Type: new Abstract: Understanding which training samples influence a generated image is an important problem in generative modeling. In flow matching, training samples influence the generated image through the velocity field along the generation… 7 arXiv — NLP / Computation & Language research 1mo ago GreenBench: Benchmarking Energy Efficiency and Carbon Footprint of Open-Source LLM Inference on Apple Silicon arXiv:2608.28667v1 Announce Type: new Abstract: The rapid proliferation of Large Language Models (LLMs) has raised concerns about their environmental impact during inference. While Green AI research has focused on datacenter GPUs and embedded platforms, the energy profile of LLM… 27 arXiv — NLP / Computation & Language research 1mo ago A Hub of Short Rows Inflates Intrinsic Dimension Estimation of Token Embeddings arXiv:2608.29702v1 Announce Type: new Abstract: A token-embedding table holds a hub of short rows near its origin, and we show that this cluster biases what nearest-neighbor intrinsic-dimension (ID) estimators report. Because of the concentration of measure, a token is closer to… 15 The Information — AI news-outlet 1mo ago Anthropic Said to Reach $35 Billion Compute Deal With Nvidia-Backed Lambda Anthropic signed a deal to rent $35 billion worth of compute capacity from Nvidia-backed cloud provider Lambda Labs, The Wall Street Journal reported Monday. Nvidia, an investor and supplier to Lambda , will supply its chips for the data center providing the capacity to… 5 The Information — AI news-outlet 1mo ago Saudi AI Firm Humain Partners With Together AI, MinIO on Data Centers Humain, the Saudi state-owned AI company founded last year, announced a series of partnerships with U.S. startups on Monday tied to data centers in Riyadh and Dammam. Together AI, which rents out computing power to developers who train and run AI models, will share a portion of… 17 The Information — AI news-outlet 1mo ago Trump Condemns Communities Opposed to Data Centers Communities that don’t want data centers will end up being “backwards and poor,” President Donald Trump said on Monday, signaling his backing of the politically-charged industry ahead of the upcoming midterm elections. “If we kill the Golden Goose, you will only have yourselves… 37 Ars Technica — AI news-outlet 1mo ago Inside Meta’s push to put robots to work in data centers The company is testing robots on tasks that can performed by technicians. 28 The Information — AI news-outlet 1mo ago Musk Responds to The Information’s Report About SpaceX Setting Up a Turbine Blade Factory SpaceX CEO Elon Musk on Saturday responded to The Information’s report that his company was laying the groundwork for a foundry to build turbine vanes and blades to avoid a power shortage for AI data centers. “By doing in-house casting [of vanes and blades] at SpaceX, we can… 14 The Information — AI news-outlet 1mo ago Exclusive: SpaceX Lays Groundwork For Turbine-Blade Factory to Solve Data Center Power Crunch Clues are emerging that Elon Musk intends to bypass the power supply chain for AI data centers in a way others assumed was impossible, by making highly complex components himself. It’s a move no one else has been bold enough to attempt. 27 r/LocalLLaMA community 1mo ago Exo labs claiming 4.8 tb/s memory bandwidth through m5u Mac Studio clustering Exo labs making some very exciting and interesting claims. The headline is bandwidth scales linearly on Mac Studio clusters with their solution. There is a thread over at localllm subreddit ( https://www.reddit.com/r/LocalLLM/s/qEYLOFaYwc ) where one of their employees speaks… 17 TechCrunch — AI news-outlet 1mo ago Nvidia’s AI advantage is moving beyond the GPU The new generation of data center systems is increasing efficiency with smarter traffic control instead of just more processor cycles. 9 r/LocalLLaMA community 1mo ago Today I hit 181 toks/s (aggregate) on Qwen3.8-Flash-Next on 2x DGX Sparks Hey all, and hello fellow DGX Spark-ers! Today I managed some pretty crazy numbers: 181 tok/s aggregate on 2× DGX Spark on Qwen3.8-Flash-Next at 512Kcontext (2.8M kvc) I hit 181 tok/s aggregate today across a multi-agent fleet on a 2-node DGX Spark cluster. Single-stream decode… 22 Stratechery (Ben Thompson) community 1mo ago 2026.35: Internet Hype and Real World Change The best Stratechery content from the week of August 24, 2026 including the breaker's advantage, the new battle for HDMI1, and how data center discourse ends. 7 arXiv — Machine Learning research 1mo ago ClusterAttention: A training-free speedup of bidirectional attention arXiv:2608.26965v1 Announce Type: new Abstract: This paper introduces ClusterAttention, a general training-free speedup of bidirectional attention layers. Existing sparse attention methods either rely on structure in the input, such as order in language or spatial proximity in… 13 arXiv — Machine Learning research 1mo ago Inductive Correlation Clustering with Graph Neural Networks arXiv:2608.27153v1 Announce Type: new Abstract: Correlation Clustering (CC) is a natural formulation of clustering in combinatorial optimization, which uses a graph representation of the input and does not require a pre-specified number of clusters. Given $n$ objects and a… 6 OpenAI official-blog 1mo ago Supporting Thailand’s next generation of AI startups OpenAI and Thailand’s MHESI launch an eight-week accelerator helping 10 health, wellness, and education startups turn AI prototypes into trusted products. 26 ThursdAI news-outlet 1mo ago NVIDIA Buys Hugging Face! GLM-5.3-Flash, Qwen4 Preview, Gemini Omni 1.1, and the Datacenter Debate w/ Andy Masley From CoreWeave - join Alex and ThursdAI co-host, covering the last week of the summer in AI, with 4 Flash models, Datacenter debate & more AI news 11 Ars Technica — AI news-outlet 1mo ago AI industry says Trump plans to tax chips in the “single dumbest way imaginable” Tech industry is perplexed by Trump’s plan to win AI race by taxing data centers. 35 TechCrunch — AI news-outlet 1mo ago AI’s memory crunch is coming for Android apps Google is setting new memory-use limits for Android apps as AI data centers contribute to hardware shortages that could leave lower-cost phones with less memory. 17 Hugging Face Daily Papers research 1mo ago Real-TurnTurk: A Multimodal Turkish Corpus for Turn-Taking Prediction Abstract A multimodal Turkish dialogue dataset and genetic algorithm-optimized interpretable rules are used to predict turn transitions from visual, acoustic, and linguistic cues. Generated by thinkingmachines/Inkling-Small Turn-taking is a basic organizational feature of human… 10 arXiv — Machine Learning research 1mo ago Resolving Multi-Modal Regression by Difference-Quotient-Based Clustering:Fast Coarse Conditional-Label Assignment arXiv:2608.25467v1 Announce Type: new Abstract: Multimodal regression suffers from the mean-collapse pathology: under squared loss, an unconstrained regressor converges to the conditional mean, which for K > 1 lies away from all modes. We attribute this failure to pairwise… 31 arXiv — Machine Learning research 1mo ago Individual Fairness in Hierarchical Clustering arXiv:2608.25586v1 Announce Type: new Abstract: Hierarchical clustering produces ultrametric representations that impose strong global geometric constraints and may distort local similarities in ways that disproportionately affect individual data points. We study hierarchical… 6 arXiv — NLP / Computation & Language research 1mo ago Belief Cascades Drive Persuasion in LLM Agent Networks arXiv:2608.25152v1 Announce Type: new Abstract: Multi-agent LLM systems increasingly debate answers, coordinate research, simulate users, and mediate information flows, making agent-to-agent persuasion a basic but undermeasured capability. We introduce a controlled testbed for… 28 TechCrunch — AI news-outlet 1mo ago Amazon just tripled its order of Nvidia chips over ‘surging demand’ Amazon is adding another 2 million Nvidia GPU chips to its data centers over the next two years. But this extended partnerships stretches beyond buying more chips. 28 arXiv — Machine Learning research 1mo ago Transformer Accelerator (TFA): A Macro-Op INT8 Hardware Chip for Transformer Inference and Machine Translation arXiv:2608.23582v1 Announce Type: cross Abstract: We present the Transformer Accelerator (TFA), a synthesizable, parameterizable INT8 memory-to-memory engine for transformer inference. One time-multiplexed datapath handles prompt processing and autoregressive generation. TFA… 38 TechCrunch — AI news-outlet 1mo ago OpenAI loses a top data center exec, as stream of high-profile departures continues Before Malone left, OpenAI had already reshuffled its infrastructure org, shifting his reporting line away from President Greg Brockman and putting Vice President Sachin Katti in charge of the group. 36 The Information — AI news-outlet 1mo ago Why Revenue Is Hopping at Data Observability Startups A cluster of startups taking on database giants Snowflake, Databricks and Datadog are experiencing a revenue windfall thanks to rising adoption of AI agents. That could lead to a wave of startup dealmaking, from new investments to M&A. Earlier Tuesday, I reported that… 18 Page 5 of 10 · 500 articles ← Newer Older →
