Accelerating BFS via Data Structure-Aware Prefetching on GPU
IEEE Access, 2018 Breadth First Search (BFS) is a key graph traversing algorithm for many graph analytics applications. In recent decades, as the scale of the graph analytics problem has become larger and larger, it has raised many interests to accelerate graph traversing
Hui Guo +6 more
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Data-Prefetching Scheme Based on Playback Delay and Positioning Satisfaction in Peer-To-Peer Video-On-Demand System [PDF]
Sensors, 2018 As one of the most important applications in peer-to-peer (P2P) networks, the video-on-demand (VoD) system freely supports video cassette recorder (VCR) operation for users.
Lei Wang +3 more
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Improving Data Prefetching Efficacy in Multimedia Applications [PDF]
Multimedia Tools and Applications, 2003 The workload of multimedia applications has a strong impact on cache memory performance, since the locality of memory references embedded in multimedia programs differs from that of traditional programs. In many cases, standard cache memory organization achieves poorer performance when used for multimedia.
Rita Cucchiara +2 more
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Data prefetch mechanisms [PDF]
ACM Computing Surveys, 2000 The expanding gap between microprocessor and DRAM performance has necessitated the use of increasingly aggressive techniques designed to reduce or hide the latency of main memory access. Although large cache hierarchies have proven to be effective in reducing this latency for the most frequently used data, it is still not uncommon for many programs to
Steven P. Vanderwiel, David J. Lilja
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A Highly Pipelined and Highly Parallel VLSI Architecture of CABAC Encoder for UHDTV Applications [PDF]
Sensors, 2023 Recently, specifically designed video codecs have been preferred due to the expansion of video data in Internet of Things (IoT) devices. Context Adaptive Binary Arithmetic Coding (CABAC) is the entropy coding module widely used in recent video coding ...
Chen Fu +3 more
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BERT4Cache: a bidirectional encoder representations for data prefetching in cache [PDF]
PeerJ Computer ScienceCache plays a crucial role in improving system response time, alleviating server pressure, and achieving load balancing in various aspects of modern information systems.
Jing Shang +4 more
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Refresh Rate-Based Caching and Prefetching Strategies for Internet of Things Middleware [PDF]
Sensors, 2023 One of the research directions in Internet of Things (IoT) is the field of Context Management Platforms (CMPs) which is a specific type of IoT middleware.
Alexey Medvedev +7 more
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ML-based Adaptive Prefetching and Data Placement for US HEP Systems [PDF]
EPJ Web of ConferencesAlthough benefits from caching in US HEP are well-known, current caching strategies are not adaptive i.e they do not adapt to changing cache access patterns.
Lamba Karanam Venkat Sai Suman +3 more
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Graph Prefetching Using Data Structure Knowledge
Proceedings of the 2016 International Conference on Supercomputing, 2016 Searches on large graphs are heavily memory latency bound, as a result of many high latency DRAM accesses. Due to the highly irregular nature of the access patterns involved, caches and prefetchers, both hardware and software, perform poorly on graph workloads. This leads to CPU stalling for the majority of the time.
Sam Ainsworth, Timothy M. Jones
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Xtricorder: a likelihood-enhanced self-rotation function and application to a machine learning-enhanced Matthews prediction of asymmetric unit copy number. [PDF]
Acta Crystallogr D Struct BiolXtricorder is a tool for analysing crystallographic data, featuring a likelihood‐enhanced self‐rotation function and a novel `composite‐section diagram' thereof, which aids interpretation and enables a machine learning‐enhanced prediction of asymmetric unit content.Analysis of crystallographic diffraction data after collection and integration but ...
McCoy AJ, Read RJ.
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