tag: GPU

CXL’s Protection Mechanisms And How They Handle Real-World Security Problems
By Technical Paper Link - 06 Sep, 2023 - Comments: 0

A technical paper titled “How Flexible is CXL's Memory Protection?: Replacing a sledgehammer with a scalpel” was published by researchers at University of Cambridge. Abstract: "CXL, a new interconnect standard for cache-coherent memory sharing, is becoming a reality - but its security leaves something to be desired. Decentralized capabilities are flexible and resilient against malicious a... » read more

Hyperscale HW Optimized Neural Architecture Search (Google)
By Technical Paper Link - 21 Apr, 2023 - Comments: 0

A new technical paper titled "Hyperscale Hardware Optimized Neural Architecture Search" was published by researchers at Google, Apple, and Waymo. "This paper introduces the first Hyperscale Hardware Optimized Neural Architecture Search (H2O-NAS) to automatically design accurate and performant machine learning models tailored to the underlying hardware architecture. H2O-NAS consists of three ... » read more

Efficiently Process Large RM Datasets In Underlying Memory Pool, Disaggregated Over CXL (KAIST)
By Technical Paper Link - 29 Jan, 2023 - Comments: 0

A technical paper titled "Failure Tolerant Training with Persistent Memory Disaggregation over CXL" was published (preprint) by researchers at KAIST and Panmnesia. "TRAININGCXL can efficiently process large-scale recommendation datasets in the pool of disaggregated memory while making training fault tolerant with low overhead," states the paper. Find the technical paper here. or here (IEE... » read more

Vulnerability of Neural Networks Deployed As Black Boxes Across Accelerated HW Through Electromagnetic Side Channels
By Technical Paper Link - 05 Sep, 2022 - Comments: 0

This technical paper titled "Can one hear the shape of a neural network?: Snooping the GPU via Magnetic Side Channel" was presented by researchers at Columbia University, Adobe Research and University of Toronto at the 31st USENIX Security Symposium in August 2022. Abstract: "Neural network applications have become popular in both enterprise and personal settings. Network solutions are tune... » read more

Techniques For Improving Energy Efficiency of Training/Inference for NLP Applications, Including Power Capping & Energy-Aware Scheduling
By Technical Paper Link - 17 Aug, 2022 - Comments: 0

This new technical paper titled "Great Power, Great Responsibility: Recommendations for Reducing Energy for Training Language Models" is from researchers at MIT and Northeastern University. Abstract: "The energy requirements of current natural language processing models continue to grow at a rapid, unsustainable pace. Recent works highlighting this problem conclude there is an urgent need ... » read more

Using GPUs to Speed Up DFIT Analysis
By Technical Paper Link - 15 Aug, 2022 - Comments: 0

Researchers at National University of Singapore and an independent researcher presented a new technical paper titled "FlowMatrix: GPU-Assisted Information-Flow Analysis through Matrix-Based Representation" at the USENIX Security Symposium in Boston in August 2022. Abstract: "Dynamic Information Flow Tracking (DIFT) forms the foundation of a wide range of security and privacy analyses. The ... » read more

Scaling, Advanced Packaging, Or Both
By Ed Sperling - 01 Aug, 2022 - Comments: 0

Chipmakers are facing a growing number of challenges and tradeoffs at the leading edge, where the cost of process shrinks is already exorbitant and rising. While it's theoretically possible to scale digital logic to 10 angstroms (1nm) and below, the likelihood of a planar SoC being developed at that nodes appears increasingly unlikely. This is hardly shocking in an industry that has heard pr... » read more

Overcoming Signal, Power, And Thermal Challenges Implementing GDDR6 Interfaces
By Cadence - 22 Jun, 2022 - Comments: 0

Graphics processing units (GPUs) and graphics double data rate (GDDR) memory interfaces are essential to graphics cards, game consoles, high-performance computing (HPC), and machine learning applications. These interfaces enable data transfer speeds of over 665GB per second today and will continue to support well over a terabyte per second (TBps) in next-generation GDDR interfaces. Signal integ... » read more

Effect of Different Frequency Scaling Levels on Memory in Regard to Total Power Consumption in Mobile MPSoC
By Technical Paper Link - 06 Jun, 2022 - Comments: 0

New technical paper titled "CPU-GPU-Memory DVFS for Power-Efficient MPSoC in Mobile Cyber Physical Systems" from researchers at University of Essex, Nosh Technologies, and University of Southampton. Abstract "Most modern mobile cyber-physical systems such as smartphones come equipped with multi-processor systems-on-chip (MPSoCs) with variant computing capacity both to cater to performance r... » read more

Repositioning For A Changing IC Market
By Ed Sperling - 26 May, 2022 - Comments: 0

Sailesh Chittipeddi, executive vice president at Renesas, sat down with Semiconductor Engineering to talk about how changes in end markets are shifting demand for technology. What follows are excerpts of that conversation. SE: Renesas has acquired a number of companies over the past several years. What's the goal? Chittipeddi: The goal very simply is to create an industry leading solutio... » read more

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