SVFusion: A CPU-GPU Co-Processing Architecture for Large-Scale Real-Time Vector Search

Summary: SVFusion tackles real-time large-scale ANNS by fusing CPU-GPU-disk in a hierarchical vector index, enabling high-throughput online updates without sacrificing GPU-style query speed. Key novelty: workload-aware GPU caching plus CUDA multi-stream/adaptive coordination and concurrency control for consistent interleaved query-update processing. (summarized by gpt-5.4-mini on Apr 12 2026)

Paper ID: 14261
Venue: VLDB
Year: 2026
Pagerank: 4.1905499e-05
Overall Rank: 10,224 | 28.95%
DOI: 10.14778/3796195.3796216

Incoming Non-self Citations Over Time

No non-self incoming citations found for this paper in this database.

Authors

Incoming Citations (Sorted by Pagerank)

Showing 0 of 0 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank

Outgoing Citations (Sorted by Pagerank)

Showing 16 of 16 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank	Cited Paper	Year	Venue	Pagerank
210	Fast Approximate Nearest Neighbor Search With The Navigating Spreading-out Graph	2019	VLDB	0.00034086264
579	Locality-Sensitive Hashing Scheme Based on Dynamic Collision Counting	2012	SIGMOD	0.0001982328
596	Query-Aware Locality-Sensitive Hashing for Approximate Nearest Neighbor Search	2016	VLDB	0.00019455943
763	A Comprehensive Survey and Experimental Comparison of Graph-Based Approximate Nearest Neighbor Search	2021	VLDB	0.00016963981
2,160	PM-LSH: A Fast and Accurate LSH Framework for High-Dimensional Approximate NN Search	2020	VLDB	9.4037759e-05
2,264	Manu: A Cloud Native Vector Database Management System	2022	VLDB	9.1587362e-05
2,287	RaBitQ: Quantizing High-Dimensional Vectors with a Theoretical Error Bound for Approximate Nearest Neighbor Search	2024	SIGMOD	9.1004806e-05
2,772	High-Dimensional Approximate Nearest Neighbor Search: with Reliable and Efficient Distance Comparison Operations	2023	SIGMOD	8.1491893e-05
3,403	ELPIS: Graph-Based Similarity Search for Scalable Data Science	2023	VLDB	7.1338786e-05
3,552	SeRF: Segment Graph for Range-Filtering Approximate Nearest Neighbor Search	2024	SIGMOD	6.9765275e-05
4,600	Practical and Asymptotically Optimal Quantization of High-Dimensional Vectors in Euclidean Space for Approximate Nearest Neighbor Search	2025	SIGMOD	6.0528015e-05
5,577	Revisiting the Index Construction of Proximity Graph-Based Approximate Nearest Neighbor Search	2025	VLDB	5.423881e-05
7,654	LiteHST: A Tree Embedding based Method for Similarity Search	2023	SIGMOD	4.6831082e-05
7,843	GTI: Graph-based Tree Index with Logarithm Updates for Nearest Neighbor Search in High-Dimensional Spaces	2025	VLDB	4.6335219e-05
9,482	Cost-Effective, Low Latency Vector Search with Azure Cosmos DB	2025	VLDB	4.3300131e-05
10,662	HAKES: Scalable Vector Database for Embedding Search Service	2025	VLDB	4.1905499e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
10,111	Scalable Graph Indexing using GPUs for Approximate Nearest Neighbor Search	2026	SIGMOD	4.1905499e-05
8,167	GTS: GPU-based Tree Index for Fast Similarity Search	2024	SIGMOD	4.567569e-05
9,880	VStream: A Distributed Streaming Vector Search System	2025	VLDB	4.2602815e-05
10,766	Turbocharging Vector Databases using Modern SSDs	2025	VLDB	4.1905499e-05
10,167	FlashANNS: GPU-Driven Asynchronous I/O Pipelining for Eliminating Storage-Compute Bottlenecks in Billion-Scale Similarity Search	2026	SIGMOD	4.1905499e-05
8,430	Accelerating Graph Indexing for ANNS on Modern CPUs	2025	SIGMOD	4.508568e-05
13,100	VecFlow-Chamfer: A GPU-based Data Management System for High-Performance Multi-Vector Search on Superchips	2026	SIGMOD	-
10,160	Efficient Vector Index Merging in Vector Databases	2026	SIGMOD	4.1905499e-05
10,039	VecFlow: A High-Performance Vector Data Management System for Filtered-Search on GPUs	2026	SIGMOD	4.1905499e-05
10,086	High-Throughput, Cost-Effective Billion-Scale Vector Search with a Single GPU	2026	SIGMOD	4.1905499e-05