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09/19/2022
Accelerating Neural Network Inference with Processing-in-DRAM: From the Edge to the Cloud
Neural networks (NNs) are growing in importance and complexity. A neural...
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05/29/2022
Heterogeneous Data-Centric Architectures for Modern Data-Intensive Applications: Case Studies in Machine Learning and Databases
Today's computing systems require moving data back-and-forth between com...
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04/24/2022
Enabling High-Performance and Energy-Efficient Hybrid Transactional/Analytical Databases with Hardware/Software Cooperation
A growth in data volume, combined with increasing demand for real-time a...
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11/03/2021
Extending Memory Capacity in Consumer Devices with Emerging Non-Volatile Memory: An Experimental Study
The number and diversity of consumer devices are growing rapidly, alongs...
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03/01/2021
Polynesia: Enabling Effective Hybrid Transactional/Analytical Databases with Specialized Hardware/Software Co-Design
An exponential growth in data volume, combined with increasing demand fo...
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03/01/2021
Mitigating Edge Machine Learning Inference Bottlenecks: An Empirical Study on Accelerating Google Edge Models
As the need for edge computing grows, many modern consumer devices now c...
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09/16/2020
GenASM: A High-Performance, Low-Power Approximate String Matching Acceleration Framework for Genome Sequence Analysis
Genome sequence analysis has enabled significant advancements in medical...
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07/26/2019
A Workload and Programming Ease Driven Perspective of Processing-in-Memory
Many modern and emerging applications must process increasingly large vo...
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02/01/2018
Enabling the Adoption of Processing-in-Memory: Challenges, Mechanisms, Future Research Directions
Poor DRAM technology scaling over the course of many years has caused DR...
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06/27/2017
Using ECC DRAM to Adaptively Increase Memory Capacity
Modern DRAM modules are often equipped with hardware error correction ca...
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06/10/2017
LazyPIM: Efficient Support for Cache Coherence in Processing-in-Memory Architectures
Processing-in-memory (PIM) architectures have seen an increase in popula...
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11/30/2016