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)
Incoming Non-self Citations Over Time
No non-self incoming citations found for this paper in this database.
Authors
- 1. Qihui Zhou (Chinese University of Hong Kong)
- 2. Peiqi Yin (Chinese University of Hong Kong)
- 3. Xiao Yan (Centre for Perceptual and Interactive Intelligence)
- 4. Changji Li (Chinese University of Hong Kong)
- 5. Guanxian Jiang (Chinese University of Hong Kong)
- 6. James Cheng (Chinese University of Hong Kong)
BibTeX Citation
@inproceedings{zhou_sigmod24,
title = {{Atom: An Efficient Query Serving System for Embedding-based Knowledge Graph Reasoning with Operator-level Batching}},
author = {Zhou, Qihui and Yin, Peiqi and Yan, Xiao and Li, Changji and Jiang, Guanxian and Cheng, James},
series = {{SIGMOD} '24},
booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
publisher = {Association for Computing Machinery},
doi = {10.1145/3677129},
url = {https://dl.acm.org/doi/10.1145/3677129},
year = {2024}
}Incoming Citations (Sorted by Pagerank)
Showing 3 of 3 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 10,251 | GPS: Revisiting the Data Layout for Disk-based High-Dimensional Vector Search | 2026 | SIGMOD | 5.093636e-05 |
| 10,420 | SG-Serve: Efficient Model Serving for Subgraph-based Graph Representation Learning | 2026 | SIGMOD | 5.093636e-05 |
| 10,752 | CARINA: An Efficient CXL-Oriented Embedding Serving System for Recommendation Models | 2025 | SIGMOD | 5.093636e-05 |
Previous
Page 1 / 1
Next
Outgoing Citations (Sorted by Pagerank)
Showing 19 of 19 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
Previous
Page 1 / 1
Next
Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 459 | ATHENA: An Ontology-Driven System for Natural Language Querying over Relational Data Stores | 2016 | VLDB |
| 2 | 8,935 | Efficient Query Answering in Probabilistic RDF Graphs | 2011 | SIGMOD |
| 3 | 2,812 | Query Performance Prediction for Concurrent Queries using Graph Embedding | 2020 | VLDB |
| 4 | 4,056 | A Benchmarking Study of Embedding-based Entity Alignment for Knowledge Graphs | 2020 | VLDB |
| 5 | 294 | Graphs-at-a-time: Query Language and Access Methods for Graph Databases | 2008 | SIGMOD |
| 6 | 3,981 | Natural Language Question Answering over RDF — A Graph Data Driven Approach | 2014 | SIGMOD |
| 7 | 6,341 | Cardinality Estimation over Knowledge Graphs with Embeddings and Graph Neural Networks | 2024 | SIGMOD |
| 8 | 10,023 | A Universal Question-Answering Platform for Knowledge Graphs | 2023 | SIGMOD |
| 9 | 1,631 | High-Throughput Vector Similarity Search in Knowledge Graphs | 2023 | SIGMOD |
| 10 | 4,372 | Schemaless and Structureless Graph Querying | 2014 | VLDB |