Search Results - Computer systems organization Architectures Other architectural Reconfigurable computing

NAAS: Neural Accelerator Architecture Search by Lin, Yujun, Yang, Mengtian, Han, Song

“…Data-driven, automatic design space exploration of neural accelerator architecture is desirable for specialization and productivity…”
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Programming dynamic reconfigurable systems by El Ballouli, Rim, Bensalem, Saddek, Bozga, Marius, Sifakis, Joseph

“… It relies on architectural motifs to structure the architecture of a system and to coordinate its reconfiguration at runtime…”
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RASA: Efficient Register-Aware Systolic Array Matrix Engine for CPU by Jeong, Geonhwa, Qin, Eric, Samajdar, Ananda, Hughes, Christopher J., Subramoney, Sreenivas, Kim, Hyesoon, Krishna, Tushar

“… Systolic arrays have been the premier architectural choice as matrix engines in offload accelerators…”
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InfScaler: Enabling Efficient ML Inference Serving on Multi-Accelerator Edge Devices via Asymmetric Auto-Scaling by Li, Borui, Xia, Tiange, Wang, Shuai, Wang, Shuai

“… However, we observe that existing ML inference serving frameworks are poor in utilizing the unique hardware architecture of these edge devices…”
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Understanding and optimizing asynchronous low-precision stochastic gradient descent by De Sa, Christopher, Feldman, Matthew, Re, Christopher, Olukotun, Kunle

“…Stochastic gradient descent (SGD) is one of the most popular numerical algorithms used in machine learning and other domains. Since this is likely to continue…”
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AIO: An Abstraction for Performance Analysis Across Diverse Accelerator Architectures by Rogers, Joseph, Soliman, Taha, Jahre, Magnus

“… the productivity of software developers, system software designers, and computer architects - to ensure that they focus time-consuming implementation and optimization efforts on the most favorable class of accelerators for the problem at hand…”
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LLMCompass: Enabling Efficient Hardware Design for Large Language Model Inference by Zhang, Hengrui, Ning, August, Prabhakar, Rohan Baskar, Wentzlaff, David

“…The past year has witnessed the increasing popularity of Large Language Models (LLMs). Their unprecedented scale and associated high hardware cost have impeded…”
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Late Breaking Results: FPGen-3D: Automated Framework for 3D-FPGA Architecture Generation and Exploration by Youssef, Ismael, Hao, Cong Callie

“…) architecture generation and exploration. FPGen-3D generates custom 3D FPGA fabrics based on user-defined architectural parameters, producing synthesizable register-transfer level (RTL…”
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Multithreading on reconfigurable hardware: An architectural approach by Zaykov, Pavel G., Kuzmanov, Georgi

“… Our proposal to improve overall system performance is twofold. First, we provide architectural mechanisms to accelerate applications by supporting computationally intensive kernels with reconfigurable hardware accelerators…”
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Architectural performance analysis of FPGA synthesized LEON processors by Damman, Corentin, Edison, Gregory, Guet, Fabrice, Noulard, Eric, Santinelli, Luca, Hugues, Jerome

“… Benchmarking exposes key parameters to execution time variability allowing for accurate probabilistic modeling of system dynamics…”
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Understanding and Optimizing Asynchronous Low-Precision Stochastic Gradient Descent by De Sa, Christopher, Feldman, Matthew, Ré, Christopher, Olukotun, Kunle

“…Stochastic gradient descent (SGD) is one of the most popular numerical algorithms used in machine learning and other domains. Since this is likely to continue…”
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Reconfigurable-computing technology by Palagin, A. V., Opanasenko, V. N.

“…Evolution of computers with flexible architecture is considered. Distinctive features of the architectural and structural organization of reconfigurable computer systems (RCSs) are described…”
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SyFAxO-GeN: Synthesizing FPGA-Based Approximate Operators with Generative Networks by Ranjan, Rohit, Ullah, Salim, Sahoo, Siva Satyendra, Kumar, Akash

“… Given the diversity of application areas at the edge, FPGA-based systems are increasingly used for high-performance inference…”
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FATE: Fast and Accurate Timing Error Prediction Framework for Low Power DNN Accelerator Design by Zhang, Jeff, Garg, Siddharth

“… Architectural exploration for timing speculation requires detailed gate-level timing simulations that can be time-consuming for large DNNs which execute millions of multiply-and-accumulate (MAC) operations…”
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AESHA: Accelerating Eigen-Decomposition-Based Sparse Transformer with Hybrid RRAM-SRAM Architecture by Yu, Xuliang, Ni, Tianwei, Sheng, Xinsong, Pan, Yun, He, Lei, Zhao, Liang

“…Compute-in-memory (CIM) architectures based on emerging nonvolatile memories (eNVM) are recognized as promising candidates for the efficient computation of self…”
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A runtime support mechanism for fast mode switching of a self-morphing core for power efficiency by Srinivasan, Sudarshan, Kurella, Nithesh, Koren, Israel, Kundu, Sandip, Rodrigues, Rance

“…Asymmetric multicore processors (AMPs) consist of cores executing the same ISA, but differing in microarchitectural resources, performance, and power…”
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Reconfigurable caches and their application to media processing by Ranganathan, Parthasarathy, Adve, Sarita, Jouppi, Norman P.

“… It is therefore important to ensure that architectural features that use a significant fraction of the on-chip transistors are applicable across these different domains…”
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Using a configurable processor generator for computer architecture prototyping by Solomatnikov, Alex, Firoozshahian, Amin, Shacham, Ofer, Asgar, Zain, Wachs, Megan, Qadeer, Wajahat, Richardson, Stephen, Horowitz, Mark

“…Building hardware prototypes for computer architecture research is challenging. Unfortunately, development of the required software tools…”
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Modeling of a Reconfigurable OFDM IP Block Family For an RF System Simulator by Heusala, Hannu, Liedes, Jussi

“…The idea of design domain specific Mother Model of IP block family as a base of modeling of system integration is presented here…”
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Performance of reconfigurable architectures for image-processing applications by Benitez, Domingo

“… The goal of this work is to explore the architectural behaviour of remote reconfigurable systems that are part of general-purpose computers…”
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