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Atom: An Efficient Query Serving System for Embedding-based Knowledge Graph Reasoning with Operator-level Batching
Summary: Atom uses operator-level batching for embedding-based KGR, decomposing queries into operators and batching by type. Hybrid scheduling with a two-level pipeline and GPU kernels yields 20x throughput and 5x latency reduction over prior systems.
(summarized by gpt-5-nano on Feb 09 2026)
- Paper ID
- 6960
- Venue
- SIGMOD
- Year
- 2024
- Pagerank
- 4.1905499e-05
- Overall Rank
- 10,982 | 23.68%
- DOI
-
10.1145/3677129
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Incoming Citations (Sorted by Pagerank)
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Outgoing Citations (Sorted by Pagerank)
Showing 18 of 18 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank |
Cited Paper |
Year |
Venue |
Pagerank |
| 179 |
Efficient and Extensible Algorithms for Multi Query Optimization |
2000 |
SIGMOD |
0.00037637319 |
| 210 |
Fast Approximate Nearest Neighbor Search With The Navigating Spreading-out Graph |
2019 |
VLDB |
0.00034086264 |
| 530 |
The LDBC Social Network Benchmark: Interactive Workload |
2015 |
SIGMOD |
0.00020823189 |
| 749 |
TurboISO: Towards UltraFast and Robust Subgraph Isomorphism Search in Large Graph Databases |
2013 |
SIGMOD |
0.00017193776 |
| 787 |
Cypher: An Evolving Query Language for Property Graphs |
2018 |
SIGMOD |
0.00016624372 |
| 1,125 |
Efficient Subgraph Matching by Postponing Cartesian Products |
2016 |
SIGMOD |
0.00013829006 |
| 1,334 |
Optimizing Subgraph Queries by Combining Binary and Worst-Case Optimal Joins |
2019 |
VLDB |
0.00012543633 |
| 1,475 |
Efficient Exploitation of Similar Subexpressions for Query Processing |
2007 |
SIGMOD |
0.00011765071 |
| 1,715 |
CECI: Compact Embedding Cluster Index for Scalable Subgraph Matching |
2019 |
SIGMOD |
0.00010776518 |
| 2,021 |
Exploiting Vertex Relationships in Speeding up Subgraph Isomorphism over Large Graphs |
2015 |
VLDB |
9.7730473e-05 |
| 2,264 |
Manu: A Cloud Native Vector Database Management System |
2022 |
VLDB |
9.1587362e-05 |
| 2,962 |
Kuzu* Graph Database Management System |
2023 |
CIDR |
7.8069285e-05 |
| 2,963 |
Subgraph Matching: on Compression and Computation |
2018 |
VLDB |
7.8061004e-05 |
| 3,488 |
GPU-Accelerated Subgraph Enumeration on Partitioned Graphs |
2020 |
SIGMOD |
7.0460627e-05 |
| 3,505 |
Efficient and Provable Multi-Query Optimization |
2017 |
PODS |
7.0304901e-05 |
| 4,187 |
Aggregation Support for Modern Graph Analytics in TigerGraph |
2020 |
SIGMOD |
6.3700415e-05 |
| 5,002 |
HUGE: An Efficient and Scalable Subgraph Enumeration System |
2021 |
SIGMOD |
5.7610359e-05 |
| 5,502 |
Circinus: Fast Redundancy-Reduced Subgraph Matching |
2023 |
SIGMOD |
5.4730826e-05 |
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