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High-Dimensional Vector Similarity Search: From Time Series to Deep Network Embeddings

Summary: Survey of high-dimensional vector similarity search across modalities (time series, text, images, audio, graphs, deep embeddings). Distinguishes exact, ng-approximate, and delta-epsilon-approximate guarantees; unifies accuracy/efficiency tradeoffs and cross-domain benchmarking. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
5835
Venue
SIGMOD
Year
2020
Pagerank
5.0912204e-05
Overall Rank
6,359 | 55.81%
DOI
10.1145/3318464.3384402

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 8 of 8 citing papers.

Rank Citing Paper Year Venue Pagerank
3,403 ELPIS: Graph-Based Similarity Search for Scalable Data Science 2023 VLDB 7.1338786e-05
3,569 Cache-Craft: Managing Chunk-Caches for Efficient Retrieval-Augmented Generation 2025 SIGMOD 6.9588368e-05
4,622 Graph-Based Vector Search: An Experimental Evaluation of the State-of-the-Art 2025 SIGMOD 6.0356382e-05
5,747 Hercules Against Data Series Similarity Search 2022 VLDB 5.3427166e-05
8,340 Deep Learning: Systems and Responsibility 2021 SIGMOD 4.5381546e-05
9,913 RWalks: Random Walks as Attribute Diffusers for Filtered Vector Search 2025 SIGMOD 4.2520778e-05
10,158 Efficient and Robust Out-Of-Distribution Vector Similarity Search with Cross-Distribution Monotonic Graph 2026 SIGMOD 4.1905499e-05
11,062 DARKER: Efficient Transformer with Data-driven Attention Mechanism for Time Series 2024 VLDB 4.1905499e-05
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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
2 R-Trees: A Dynamic Index Structure For Spatial Searching 1984 SIGMOD 0.0032118946
6 The R*-tree: An Efficient and Robust Access Method for Points and Rectangles 1990 SIGMOD 0.0016113151
78 A Quantitative Analysis and Performance Study for Similarity-Search Methods in High-Dimensional Spaces 1998 VLDB 0.00056385781
91 M-tree: An Efficient Access Method for Similarity Search in Metric Spaces 1997 VLDB 0.00051785122
129 The X-tree: An Index Structure for High-Dimensional Data 1996 VLDB 0.00044255276
596 Query-Aware Locality-Sensitive Hashing for Approximate Nearest Neighbor Search 2016 VLDB 0.00019455943
858 SRS: Solving c-Approximate Nearest Neighbor Queries in High Dimensional Euclidean Space with a Tiny Index 2015 VLDB 0.00015833075
999 Similarity-Based Queries for Time Series Data 1997 SIGMOD 0.00014726031
1,157 A Data-adaptive and Dynamic Segmentation Index for Whole Matching on Time Series 2013 VLDB 0.00013600695
1,274 The Data Civilizer System 2017 CIDR 0.00012869297
2,737 Open Data Integration 2018 VLDB 8.2053894e-05
3,199 Return of the Lernaean Hydra: Experimental Evaluation of Data Series Approximate Similarity Search 2020 VLDB 7.3999833e-05
3,544 Scalable, Variable-Length Similarity Search in Data Series: The ULISSE Approach 2018 VLDB 6.98759e-05
3,629 The Lernaean Hydra of Data Series Similarity Search: An Experimental Evaluation of the State of the Art 2019 VLDB 6.8997167e-05
5,156 Coconut: A Scalable Bottom-Up Approach for Building Data Series Indexes 2018 VLDB 5.6534878e-05
5,763 Top-k Nearest Neighbor Search In Uncertain Data Series 2015 VLDB 5.3358283e-05
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34 Similarity Search in High Dimensions via Hashing 1999 VLDB 0.00076824554
78 A Quantitative Analysis and Performance Study for Similarity-Search Methods in High-Dimensional Spaces 1998 VLDB 0.00056385781
6,575 On Efficiently Searching Trajectories and Archival Data for Historical Similarities 2008 VLDB 4.9993797e-05
243 Locally Adaptive Dimensionality Reduction for Indexing Large Time Series Databases 2001 SIGMOD 0.00031052437
6,077 Query-Sensitive Embeddings 2005 SIGMOD 5.2203422e-05
8,899 Fast Approximate Similarity Join in Vector Databases 2025 SIGMOD 4.4229886e-05
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4,273 Similarity Query Processing for High-Dimensional Data 2020 VLDB 6.2932217e-05
4,193 New Trends in High-D Vector Similarity Search: AI-driven, Progressive, and Distributed 2021 VLDB 6.3657766e-05