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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
- 6959
- Venue
- SIGMOD
- Year
- 2024
- Pagerank
- 4.1945683e-05
- Overall Rank
- 10,979 | 23.63%
- 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 |
0.00037672155 |
| 212 |
Fast Approximate Nearest Neighbor Search With The Navigating Spreading-out Graph |
2019 |
VLDB |
0.00033913475 |
| 536 |
The LDBC Social Network Benchmark: Interactive Workload |
2015 |
SIGMOD |
0.00020722862 |
| 764 |
TurboISO: Towards UltraFast and Robust Subgraph Isomorphism Search in Large Graph Databases |
2013 |
SIGMOD |
0.00017018712 |
| 789 |
Cypher: An Evolving Query Language for Property Graphs |
2018 |
SIGMOD |
0.00016634256 |
| 1,180 |
Efficient Subgraph Matching by Postponing Cartesian Products |
2016 |
SIGMOD |
0.00013456907 |
| 1,333 |
Optimizing Subgraph Queries by Combining Binary and Worst-Case Optimal Joins |
2019 |
VLDB |
0.00012523806 |
| 1,476 |
Efficient Exploitation of Similar Subexpressions for Query Processing |
2007 |
SIGMOD |
0.00011779092 |
| 1,775 |
CECI: Compact Embedding Cluster Index for Scalable Subgraph Matching |
2019 |
SIGMOD |
0.00010602927 |
| 2,007 |
Exploiting Vertex Relationships in Speeding up Subgraph Isomorphism over Large Graphs |
2015 |
VLDB |
9.8081235e-05 |
| 2,262 |
Manu: A Cloud Native Vector Database Management System |
2022 |
VLDB |
9.1624446e-05 |
| 2,962 |
Kuzu* Graph Database Management System |
2023 |
CIDR |
7.8101752e-05 |
| 2,997 |
Subgraph Matching: on Compression and Computation |
2018 |
VLDB |
7.7559339e-05 |
| 3,462 |
Efficient and Provable Multi-Query Optimization |
2017 |
PODS |
7.0703696e-05 |
| 3,641 |
GPU-Accelerated Subgraph Enumeration on Partitioned Graphs |
2020 |
SIGMOD |
6.8884895e-05 |
| 4,198 |
Aggregation Support for Modern Graph Analytics in TigerGraph |
2020 |
SIGMOD |
6.3677305e-05 |
| 5,009 |
HUGE: An Efficient and Scalable Subgraph Enumeration System |
2021 |
SIGMOD |
5.761237e-05 |
| 5,728 |
Circinus: Fast Redundancy-Reduced Subgraph Matching |
2023 |
SIGMOD |
5.3507988e-05 |
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