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04/17/2023
Reclaimer: A Reinforcement Learning Approach to Dynamic Resource Allocation for Cloud Microservices
Many cloud applications are migrated from the monolithic model to a micr...
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02/17/2023
VEGETA: Vertically-Integrated Extensions for Sparse/Dense GEMM Tile Acceleration on CPUs
Deep Learning (DL) acceleration support in CPUs has recently gained a lo...
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07/20/2022
ApHMM: Accelerating Profile Hidden Markov Models for Fast and Energy-Efficient Genome Analysis
Profile hidden Markov models (pHMMs) are widely used in many bioinformat...
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05/19/2022
Unsupervised Learning of Depth, Camera Pose and Optical Flow from Monocular Video
We propose DFPNet – an unsupervised, joint learning system for monocular...
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05/12/2022
SeGraM: A Universal Hardware Accelerator for Genomic Sequence-to-Graph and Sequence-to-Sequence Mapping
A critical step of genome sequence analysis is the mapping of sequenced ...
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11/16/2021
Robust 3D Scene Segmentation through Hierarchical and Learnable Part-Fusion
3D semantic segmentation is a fundamental building block for several sce...
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10/05/2021
RASA: Efficient Register-Aware Systolic Array Matrix Engine for CPU
As AI-based applications become pervasive, CPU vendors are starting to i...
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09/24/2021
Pythia: A Customizable Hardware Prefetching Framework Using Online Reinforcement Learning
Past research has proposed numerous hardware prefetching techniques, mos...
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03/16/2021
Page Table Management for Heterogeneous Memory Systems
Modern enterprise servers are increasingly embracing tiered memory syste...
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11/25/2020
AccSS3D: Accelerator for Spatially Sparse 3D DNNs
Semantic understanding and completion of real world scenes is a foundati...
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11/23/2020
Proximu: Efficiently Scaling DNN Inference in Multi-core CPUs through Near-Cache Compute
Deep Neural Network (DNN) inference is emerging as the fundamental bedro...
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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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10/07/2019
DSPatch: Dual Spatial Pattern Prefetcher
High main memory latency continues to limit performance of modern high-p...
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08/01/2018