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: 14260
Venue: VLDB
Year: 2026
Pagerank: 4.1945683e-05
Overall Rank: 10,224 | 28.88%
DOI: 10.14778/3796195.3796216

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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
212	Fast Approximate Nearest Neighbor Search With The Navigating Spreading-out Graph	2019	VLDB	0.00033913475
562	Query-Aware Locality-Sensitive Hashing for Approximate Nearest Neighbor Search	2016	VLDB	0.00020091752
605	Locality-Sensitive Hashing Scheme Based on Dynamic Collision Counting	2012	SIGMOD	0.000193396
770	A Comprehensive Survey and Experimental Comparison of Graph-Based Approximate Nearest Neighbor Search	2021	VLDB	0.00016917602
2,181	PM-LSH: A Fast and Accurate LSH Framework for High-Dimensional Approximate NN Search	2020	VLDB	9.3451821e-05
2,262	Manu: A Cloud Native Vector Database Management System	2022	VLDB	9.1624446e-05
2,324	RaBitQ: Quantizing High-Dimensional Vectors with a Theoretical Error Bound for Approximate Nearest Neighbor Search	2024	SIGMOD	9.0326444e-05
2,811	High-Dimensional Approximate Nearest Neighbor Search: with Reliable and Efficient Distance Comparison Operations	2023	SIGMOD	8.0806307e-05
3,400	ELPIS: Graph-Based Similarity Search for Scalable Data Science	2023	VLDB	7.1405533e-05
3,624	SeRF: Segment Graph for Range-Filtering Approximate Nearest Neighbor Search	2024	SIGMOD	6.9056e-05
4,598	Practical and Asymptotically Optimal Quantization of High-Dimensional Vectors in Euclidean Space for Approximate Nearest Neighbor Search	2025	SIGMOD	6.0586236e-05
5,569	Revisiting the Index Construction of Proximity Graph-Based Approximate Nearest Neighbor Search	2025	VLDB	5.4290942e-05
7,654	LiteHST: A Tree Embedding based Method for Similarity Search	2023	SIGMOD	4.687476e-05
7,837	GTI: Graph-based Tree Index with Logarithm Updates for Nearest Neighbor Search in High-Dimensional Spaces	2025	VLDB	4.6379694e-05
9,480	Cost-Effective, Low Latency Vector Search with Azure Cosmos DB	2025	VLDB	4.3341665e-05
10,654	HAKES: Scalable Vector Database for Embedding Search Service	2025	VLDB	4.1945683e-05

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