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20112022
most citedA Survey on Federated Learning Systems: Vision, Hype and Reality for Data Privacy and Protection

1.4k citations · 2k across the 34 of their papers we have counts for

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9 papers · 1 filter

cs.DB2022★ 1 cited

An In-Depth Study of Continuous Subgraph Matching (Complete Version)

Xibo Sun, Shixuan Sun, Qiong Luo +1

Continuous subgraph matching (CSM) algorithms find the occurrences of a given pattern on a stream of data graphs online. A number of incremental CSM algorithms have been proposed.…

cs.DB2021★ 1 cited

ThunderRW: An In-Memory Graph Random Walk Engine (Complete Version)

Shixuan Sun, Yuhang Chen, Shengliang Lu +2

As random walk is a powerful tool in many graph processing, mining and learning applications, this paper proposes an efficient in-memory random walk engine named ThunderRW. Compare…

cs.DB2021★ 10 cited

Cache-Efficient Fork-Processing Patterns on Large Graphs

Shengliang Lu, Shixuan Sun, Johns Paul +2

As large graph processing emerges, we observe a costly fork-processing pattern (FPP) that is common in many graph algorithms. The unique feature of the FPP is that it launches many…

cs.DB2021

PathEnum: Towards Real-Time Hop-Constrained s-t Path Enumeration

Shixuan Sun, Yuhang Chen, Bingsheng He +1

We study the hop-constrained s-t path enumeration (HcPE) problem, which takes a graph , two distinct vertices and a hop constraint as input, and outputs all paths from…

cs.DB2021★ 2 cited

DBL: Efficient Reachability Queries on Dynamic Graphs (Complete Version)

Qiuyi Lyu, Yuchen Li, Bingsheng He +1

Reachability query is a fundamental problem on graphs, which has been extensively studied in academia and industry. Since graphs are subject to frequent updates in many application…

cs.DB2020★ 24 cited

Hardware-Conscious Stream Processing: A Survey

Shuhao Zhang, Feng Zhang, Yingjun Wu +2

Data stream processing systems (DSPSs) enable users to express and run stream applications to continuously process data streams. To achieve real-time data analytics, recent researc…

cs.DB2019★ 43 cited

BriskStream: Scaling Data Stream Processing on Shared-Memory Multicore Architectures

Shuhao Zhang, Jiong He, Amelie Chi Zhou +1

We introduce BriskStream, an in-memory data stream processing system (DSPSs) specifically designed for modern shared-memory multicore architectures. BriskStream's key contribution…

cs.DB2019★ 20 cited

Towards Concurrent Stateful Stream Processing on Multicore Processors (Technical Report)

Shuhao Zhang, Yingjun Wu, Feng Zhang +1

Recent data stream processing systems (DSPSs) can achieve excellent performance when processing large volumes of data under tight latency constraints. However, they sacrifice suppo…

cs.DB2011★ 6 cited

High-Throughput Transaction Executions on Graphics Processors

Bingsheng He, Jeffrey Xu Yu

OLTP (On-Line Transaction Processing) is an important business system sector in various traditional and emerging online services. Due to the increasing number of users, OLTP system…