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03/06/2023
SPARTA: Spatial Acceleration for Efficient and Scalable Horizontal Diffusion Weather Stencil Computation
Fast and accurate climate simulations and weather predictions are critic...
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01/27/2023
BOMP-NAS: Bayesian Optimization Mixed Precision NAS
Bayesian Optimization Mixed-Precision Neural Architecture Search (BOMP-N...
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12/03/2022
THOR – A Neuromorphic Processor with 7.29G TSOP^2/mm^2Js Energy-Throughput Efficiency
Neuromorphic computing using biologically inspired Spiking Neural Networ...
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11/21/2022
BrainTTA: A 35 fJ/op Compiler Programmable Mixed-Precision Transport-Triggered NN SoC
Recently, accelerators for extremely quantized deep neural network (DNN)...
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11/06/2022
A Framework for Designing Efficient Deep Learning-Based Genomic Basecallers
Nanopore sequencing generates noisy electrical signals that need to be c...
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08/22/2022
LEAPER: Fast and Accurate FPGA-based System Performance Prediction via Transfer Learning
Machine learning has recently gained traction as a way to overcome the s...
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06/24/2022
Low- and Mixed-Precision Inference Accelerators
With the surging popularity of edge computing, the need to efficiently p...
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06/24/2022
How to train accurate BNNs for embedded systems?
A key enabler of deploying convolutional neural networks on resource-con...
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06/06/2022
Dissecting Tensor Cores via Microbenchmarks: Latency, Throughput and Numerical Behaviors
Tensor Cores have been an important unit to accelerate Fused Matrix Mult...
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05/15/2022
Sibyl: Adaptive and Extensible Data Placement in Hybrid Storage Systems Using Online Reinforcement Learning
Hybrid storage systems (HSS) use multiple different storage devices to p...
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07/19/2021
Accelerating Weather Prediction using Near-Memory Reconfigurable Fabric
Ongoing climate change calls for fast and accurate weather and climate m...
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06/11/2021
FPGA-Based Near-Memory Acceleration of Modern Data-Intensive Applications
Modern data-intensive applications demand high computation capabilities ...
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06/02/2021
How Flexible is Your Computing System
In literature computer architectures are frequently claimed to be highly...
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09/17/2020
NERO: A Near High-Bandwidth Memory Stencil Accelerator for Weather Prediction Modeling
Ongoing climate change calls for fast and accurate weather and climate m...
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06/30/2020
TDO-CIM: Transparent Detection and Offloading for Computation In-memory
Computation in-memory is a promising non-von Neumann approach aiming at ...
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05/04/2020
Near Memory Acceleration on High Resolution Radio Astronomy Imaging
Modern radio telescopes like the Square Kilometer Array (SKA) will need ...
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04/24/2020
Quantization of Deep Neural Networks for Accumulator-constrained Processors
We introduce an Artificial Neural Network (ANN) quantization methodology...
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08/07/2019
Near-Memory Computing: Past, Present, and Future
The conventional approach of moving data to the CPU for computation has ...
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06/24/2019
Platform Independent Software Analysis for Near Memory Computing
Near-memory Computing (NMC) promises improved performance for the applic...
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04/18/2019
Memory and Parallelism Analysis Using a Platform-Independent Approach
Emerging computing architectures such as near-memory computing (NMC) pro...
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02/18/2019