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Harmonizing Efficiency and Accuracy in Filtered Vector Search
Summary: BigFANN is a label-aware filtered ANN framework using heterogeneous exclusive/shared graph edges and hybrid graph–IVF indexing to reduce label interference under bounded memory. Its join-free multi-filter search avoids wasted candidate computation, delivering up to 786× speedups without sacrificing accuracy.
(summarized by gpt-5.6-luna on Aug 17 2026)
Paper ID
hac783e699e4afa4a
Venue
VLDB
Year
2026
Pagerank
4.9793485e-05
Overall Rank
10,769 | 27.60%
DOI
10.14778/3819518.3819534
Incoming Non-self Citations Over Time
No non-self incoming citations found for this paper in this database.
BibTeX Citation
@article{zhou_vldb26,
title = {{Harmonizing Efficiency and Accuracy in Filtered Vector Search}},
author = {Zhou, Zixiang and Chen, Xuhao},
journal = {PVLDB},
series = {{VLDB} '26},
volume = {19},
number = {9},
pages = {2059--2072},
doi = {10.14778/3819518.3819534},
url = {https://doi.org/10.14778/3819518.3819534},
year = {2026}
}
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Outgoing Citations (Sorted by Pagerank)
Showing 22 of 22 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
Rank
Cited Paper
Year
Venue
Pagerank
20
Similarity Search in High Dimensions via Hashing 1999
VLDB
0.00057568153
74
Fast Approximate Nearest Neighbor Search With The Navigating Spreading-out Graph 2019
VLDB
0.00037091678
194
Milvus: A Purpose-Built Vector Data Management System 2021
SIGMOD
0.00025636725
804
RaBitQ: Quantizing High-Dimensional Vectors with a Theoretical Error Bound for Approximate Nearest Neighbor Search 2024
SIGMOD
0.00013832333
1,225
ACORN: Performant and Predicate-Agnostic Search Over Vector Embeddings and Structured Data 2024
SIGMOD
0.00011444398
1,601
High-Dimensional Approximate Nearest Neighbor Search: with Reliable and Efficient Distance Comparison Operations 2023
SIGMOD
0.00010103316
1,752
Kuzu* Graph Database Management System 2023
CIDR
9.7289339e-05
1,957
SeRF: Segment Graph for Range-Filtering Approximate Nearest Neighbor Search 2024
SIGMOD
9.3159589e-05
2,060
Similarity search in the blink of an eye with compressed indices 2023
VLDB
9.0983169e-05
2,448
DeltaPQ: Lossless Product Quantization Code Compression for High Dimensional Similarity Search 2020
VLDB
8.4494625e-05
2,726
iRangeGraph: Improvising Range-dedicated Graphs for Range-filtering Nearest Neighbor Search 2024
SIGMOD
8.0904995e-05
2,783
Navigating Labels and Vectors: A Unified Approach to Filtered Approximate Nearest Neighbor Search 2024
SIGMOD
8.0242863e-05
3,290
Vexless: A Serverless Vector Data Management System Using Cloud Functions 2024
SIGMOD
7.4528093e-05
3,385
SymphonyQG: Towards Symphonious Integration of Quantization and Graph for Approximate Nearest Neighbor Search 2025
SIGMOD
7.3548612e-05
4,346
UNIFY: Unified Index for Range Filtered Approximate Nearest Neighbors Search 2025
VLDB
6.6488514e-05
5,920
ARKGraph: All-Range Approximate K-Nearest-Neighbor Graph 2023
VLDB
5.9475097e-05
6,126
DIGRA: A Dynamic Graph Indexing for Approximate Nearest Neighbor Search with Range Filter 2025
SIGMOD
5.8785006e-05
6,184
NaviX: A Native Vector Index Design for Graph DBMSs With Robust Predicate-Agnostic Search Performance 2025
VLDB
5.8586024e-05
6,459
Efficient Dynamic Indexing for Range Filtered Approximate Nearest Neighbor Search 2025
SIGMOD
5.7771353e-05
6,580
Deep Lake: a Lakehouse for Deep Learning 2023
CIDR
5.7445866e-05
6,768
Dynamic Range-Filtering Approximate Nearest Neighbor Search 2025
VLDB
5.686858e-05
7,066
Efficient Top-K Query Processing on Massively Parallel Hardware 2018
SIGMOD
5.6087334e-05
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