Infrastructure & Hardware B
Showing 61–90 of 217
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Towards Autonomous Aircraft Surveillance from Nanosatellites through On-Board Inference and Generative Data Augmentation
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SVR: Self-Verifying Refinement via Joint Verdict-Confidence Reinforcement Learning for Adaptive Test-Time Compute
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WIDE: Boosting Adaptive LLM Inference via Token-level Dynamic Width Pruning
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NVIDIA Exemplar Cloud: Lessons for Unlocking Full Performance on AI InfrastructureNVIDIA shares Exemplar Cloud lessons for unlocking AI infra performanceNVIDIA shared lessons from its Exemplar Cloud, noting that two clusters built from identical H100, GB200 NVL72, or GB300 NVL72 systems can deliver materially different performance. The guidance focuses on tuning and operations to unlock full AI infrastructure performance.
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When Specifications Conflict: A Symmetry-Based Framework for Measuring LLM Preferences
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How Benchmarks Mis-Score Computer-Use Agents
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New Jersey town sued for $300m by data center developerData center developer sues New Jersey town for $300mA data center developer has sued a New Jersey town for $300m, alleging the town unfairly rejected its proposal, according to DatacenterDynamics. The case is another example of disputes between data center builders and local governments escalating into litigation.
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LLMs struggle to simulate human belief updates in controlled environments
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GPU Management: Why Idle GPUs Are the New Grounded AircraftHugging Face: idle GPUs are the new grounded aircraftHugging Face likened idle GPUs to grounded aircraft, arguing that unused accelerators represent a major cost drain. The piece stresses better GPU management and scheduling to raise utilization and avoid expensive idle capacity.
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Sponsored: Four common misconceptions about nickel-zinc battery technologyFour common misconceptions about nickel-zinc batteries (sponsored)A sponsored article addresses four common misconceptions about nickel-zinc battery technology. It argues that the choices organizations make today will shape not only performance and reliability but also how the next generation of infrastructure is built.
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Fairness Pruning: Locating Demographic Bias in GLU-MLP Layers via Differential Activations
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Crusoe partners with Aalo on nuclear-powered AI data center deployment at Idaho National LabCrusoe teams with Aalo on SMR-powered AI data center at Idaho National LabCrusoe is partnering with Aalo to deploy a nuclear-powered AI data center at Idaho National Lab, DatacenterDynamics reported. Crusoe will install a Spark unit at the site, which is to be powered by a small modular reactor (SMR), reflecting growing interest in nuclear for AI compute.
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ObjectStream: Latent Objects as Memory Anchors for Streaming Video Understanding
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Fully Inductive Cardinality Estimation
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MonoVoc: Decoupling Geometry and Semantics for Lightweight Monocular Open-Vocabulary 3D Gaussians
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Vertiv's earnings and revenues grow, shares fallVertiv grows earnings and revenue, but shares fallVertiv reported higher earnings and revenue, yet its shares fell, DatacenterDynamics reported. The decline comes as AI data center investment grows increasingly volatile, with investors wary of uncertainty despite the power and cooling supplier's solid results.
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(Towards) Scalable Reliable Automated Evaluation with Large Language Models
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Crusoe files for two more data centers at Goodnight Campus in Armstrong County, TexasCrusoe files for two more data centers at Texas Goodnight CampusCrusoe filed to build two more data centers at its Goodnight Campus in Armstrong County, Texas, DatacenterDynamics reported. Buildings 3 and 4 are each expected to cost $500m, continuing the company's large-scale expansion of AI-focused capacity.
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Agentic Method for Deterministic Validation of Legacy Code Migration
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Uncertainty quantification for trustworthy deep learning: Methods and measures
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Al Moammar Information Systems to explore building three new data centers in Saudi ArabiaAl Moammar to explore building three new data centers in Saudi ArabiaAl Moammar Information Systems is exploring the construction of three new data centers in Saudi Arabia, DatacenterDynamics reported. A deal with Saudi Data Center Fund 1 would add another 48MW to the country's data center capacity, supporting its digital-infrastructure ambitions.
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Energy firm Uniper to build new data center hub in Hesse, GermanyEnergy firm Uniper to build new data center hub in Hesse, GermanyEnergy company Uniper will build a new data center hub in Hesse, Germany, DatacenterDynamics reported. The complex at Großkrotzenburg will also host a new power plant and a battery energy storage system, pairing compute capacity with dedicated on-site power.
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Are AI Models Working Harder Than They Need to?Are AI models working harder than they need to?IEEE Spectrum examines how much of modern AI relies on massive amounts of multiplication. Questioning whether the neural networks behind everything from generated answers to photo organization really need all that computation, the piece explores the potential to make AI inference far more efficient.
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Fidelity Is Not Safety: Gently-Compressed LLMs Pass Every Data-Free Quality Guard Yet Invent Procedure Steps in Agentic Execution
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PowerPlay AI, Sharon AI plan 400MW behind-the-meter gas-powered data center in Abilene, TexasPowerPlay AI, Sharon AI plan 400MW behind-the-meter gas data center in TexasPowerPlay AI and Sharon AI plan a 400MW behind-the-meter, gas-powered data center in Abilene, Texas, DatacenterDynamics reported. The two companies have formed a joint venture to develop the facility, tapping on-site gas generation to meet heavy AI power demand.
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Innio secures 1.1GW gas engine order from data center developer in USInnio secures 1.1GW gas engine order from US data center developerInnio secured a 1.1GW gas engine order from a US data center developer, DatacenterDynamics reported. The engines will power data centers behind-the-meter, bypassing the grid—another sign that AI-driven demand is pushing operators to lock in dedicated power sources.
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Where and When to Commit: Candidate-Aware Decoding for Diffusion Language Models
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Asymmetric Communication: Large Language Models and Language Games
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LM-GRASP: Instance-Specific Language Models for Combinatorial Construction via Online Imitation Learning
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Beetaloo Energy partners with Halliburton to develop natural gas plant for proposed data center in Australia - reportBeetaloo Energy, Halliburton to build gas plant for Australian data centerBeetaloo Energy is partnering with Halliburton to develop a natural gas plant for a proposed data center in Australia, according to a report cited by DatacenterDynamics. Up to 2GW of natural gas generation is planned for the site to power the facility.