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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
5834
Venue
SIGMOD
Year
2020
Pagerank
5.0961051e-05
Overall Rank
6,360 | 55.76%
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
3,400 ELPIS: Graph-Based Similarity Search for Scalable Data Science 2023 VLDB 7.1405533e-05
3,565 Cache-Craft: Managing Chunk-Caches for Efficient Retrieval-Augmented Generation 2025 SIGMOD 6.9655362e-05
4,731 Graph-Based Vector Search: An Experimental Evaluation of the State-of-the-Art 2025 SIGMOD 5.966659e-05
5,738 Hercules Against Data Series Similarity Search 2022 VLDB 5.3478528e-05
8,346 Deep Learning: Systems and Responsibility 2021 SIGMOD 4.5420668e-05
9,914 RWalks: Random Walks as Attribute Diffusers for Filtered Vector Search 2025 SIGMOD 4.2561557e-05
10,158 Efficient and Robust Out-Of-Distribution Vector Similarity Search with Cross-Distribution Monotonic Graph 2026 SIGMOD 4.1945683e-05
11,059 DARKER: Efficient Transformer with Data-driven Attention Mechanism for Time Series 2024 VLDB 4.1945683e-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 0.0032169493
6 The R*-tree: An Efficient and Robust Access Method for Points and Rectangles 1990 SIGMOD 0.0016162015
79 A Quantitative Analysis and Performance Study for Similarity-Search Methods in High-Dimensional Spaces 1998 VLDB 0.00056242144
91 M-tree: An Efficient Access Method for Similarity Search in Metric Spaces 1997 VLDB 0.0005181666
129 The X-tree: An Index Structure for High-Dimensional Data 1996 VLDB 0.0004429571
562 Query-Aware Locality-Sensitive Hashing for Approximate Nearest Neighbor Search 2016 VLDB 0.00020091752
867 SRS: Solving c-Approximate Nearest Neighbor Queries in High Dimensional Euclidean Space with a Tiny Index 2015 VLDB 0.00015792021
997 Similarity-Based Queries for Time Series Data 1997 SIGMOD 0.00014739219
1,157 A Data-adaptive and Dynamic Segmentation Index for Whole Matching on Time Series 2013 VLDB 0.00013610658
1,277 The Data Civilizer System 2017 CIDR 0.00012879695
2,730 Open Data Integration 2018 VLDB 8.2126735e-05
3,183 Return of the Lernaean Hydra: Experimental Evaluation of Data Series Approximate Similarity Search 2020 VLDB 7.4228241e-05
3,540 Scalable, Variable-Length Similarity Search in Data Series: The ULISSE Approach 2018 VLDB 6.9943185e-05
3,629 The Lernaean Hydra of Data Series Similarity Search: An Experimental Evaluation of the State of the Art 2019 VLDB 6.902069e-05
5,158 Coconut: A Scalable Bottom-Up Approach for Building Data Series Indexes 2018 VLDB 5.6588553e-05
5,758 Top-k Nearest Neighbor Search In Uncertain Data Series 2015 VLDB 5.339397e-05
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34 Similarity Search in High Dimensions via Hashing 1999 VLDB 0.00076637636
79 A Quantitative Analysis and Performance Study for Similarity-Search Methods in High-Dimensional Spaces 1998 VLDB 0.00056242144
6,577 On Efficiently Searching Trajectories and Archival Data for Historical Similarities 2008 VLDB 5.0042166e-05
243 Locally Adaptive Dimensionality Reduction for Indexing Large Time Series Databases 2001 SIGMOD 0.00031074984
6,082 Query-Sensitive Embeddings 2005 SIGMOD 5.2205711e-05
8,899 Fast Approximate Similarity Join in Vector Databases 2025 SIGMOD 4.427232e-05
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