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New Trends in High-D Vector Similarity Search: AI-driven, Progressive, and Distributed

Summary: Tutorial on high-d vector similarity search in the big data era: series, text, multimedia, graphs, embeddings. Surveys AI-driven, progressive, distributed approaches, assesses strengths and weaknesses, and outlines open problems for data-management researchers. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
hab9321500169d566
Venue
VLDB
Year
2021
Pagerank
7.6629311e-05
Overall Rank
3,086 | 79.26%
DOI
10.14778/3476311.3476407

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{echihabi_vldb21,
        title = {{New Trends in High-D Vector Similarity Search: AI-driven, Progressive, and Distributed}},
        author = {Echihabi, Karima and Zoumpatianos, Kostas and Palpanas, Themis},
        journal = {PVLDB},
        series = {{VLDB} '21},
        volume = {14},
        number = {12},
        pages = {3198--3201},
        doi = {10.14778/3476311.3476407},
        url = {https://doi.org/10.14778/3476311.3476407},
        year = {2021}
}

Incoming Citations (Sorted by Pagerank)

Showing 18 of 18 citing papers.

Rank Citing Paper Year Venue Pagerank
804 RaBitQ: Quantizing High-Dimensional Vectors with a Theoretical Error Bound for Approximate Nearest Neighbor Search 2024 SIGMOD 0.00013832333
1,601 High-Dimensional Approximate Nearest Neighbor Search: with Reliable and Efficient Distance Comparison Operations 2023 SIGMOD 0.00010103316
2,265 ELPIS: Graph-Based Similarity Search for Scalable Data Science 2023 VLDB 8.7238222e-05
2,638 Cache-Craft: Managing Chunk-Caches for Efficient Retrieval-Augmented Generation 2025 SIGMOD 8.1839298e-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
2,821 Practical and Asymptotically Optimal Quantization of High-Dimensional Vectors in Euclidean Space for Approximate Nearest Neighbor Search 2025 SIGMOD 7.9711961e-05
3,385 SymphonyQG: Towards Symphonious Integration of Quantization and Graph for Approximate Nearest Neighbor Search 2025 SIGMOD 7.3548612e-05
3,726 Choose Wisely: An Extensive Evaluation of Model Selection for Anomaly Detection in Time Series 2023 VLDB 7.0701368e-05
5,313 Hercules Against Data Series Similarity Search 2022 VLDB 6.1846986e-05
6,831 Filtered Vector Search: State-of-the-art and Research Opportunities 2025 VLDB 5.6685191e-05
7,305 RWalks: Random Walks as Attribute Diffusers for Filtered Vector Search 2025 SIGMOD 5.5586007e-05
8,026 TSM-Bench: Benchmarking Time Series Database Systems for Monitoring Applications 2023 VLDB 5.4045222e-05
9,440 Odyssey: A Journey in the Land of Distributed Data Series Similarity Search 2023 VLDB 5.1771634e-05
10,516 VecBench: A Controllable Benchmark for Filtered Vector Search: [Experiments & Analysis] 2026 SIGMOD 4.9793485e-05
10,635 Efficient and Robust Out-Of-Distribution Vector Similarity Search with Cross-Distribution Monotonic Graph 2026 SIGMOD 4.9793485e-05
10,834 ConANN: Conformal Approximate Nearest Neighbor Search 2026 VLDB 4.9793485e-05
10,874 BBC: Improving Large-k Approximate Nearest Neighbor Search with a Bucket-based Result Collector 2026 VLDB 4.9793485e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 0 of 0 cited papers.

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

Rank Cited Paper Year Venue Pagerank
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3 14,079 What's Wrong with High-Dimensional Similarity Search? 2008 VLDB
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5 2,871 Graph-Based Vector Search: An Experimental Evaluation of the State-of-the-Art 2025 SIGMOD
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7 10,635 Efficient and Robust Out-Of-Distribution Vector Similarity Search with Cross-Distribution Monotonic Graph 2026 SIGMOD
8 6,181 High-Dimensional Vector Similarity Search: From Time Series to Deep Network Embeddings 2020 SIGMOD
9 11,028 Advances of Query Processing in Vector Databases 2026 VLDB
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