Query-Sensitive Embeddings
Summary: Embedding-based approximate NN for costly similarity; maps objects to a vector space to speed retrieval. Novel query-sensitive distance metric learned with the embedding adapts to the query, boosting accuracy; tested on handwritten digits and time-series, outperforming prior embeddings. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
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Incoming Citations (Sorted by Pagerank)
Showing 5 of 5 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3,019 | DSH: Data Sensitive Hashing for High-Dimensional k-NN Search | 2014 | SIGMOD | 7.699097e-05 |
| 3,297 | Approximate Embedding-Based Subsequence Matching of Time Series | 2008 | SIGMOD | 7.2549403e-05 |
| 5,218 | Neighbor-Sensitive Hashing | 2016 | VLDB | 5.6204105e-05 |
| 6,289 | Putting Context into Schema Matching | 2006 | VLDB | 5.1226008e-05 |
| 6,651 | Information Preserving XML Schema Embedding | 2005 | VLDB | 4.9714449e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 7 of 7 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 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 |
| 471 | FastMap: A Fast Algorithm for Indexing, Data-Mining and Visualization of Traditional and Multimedia Datasets | 1995 | SIGMOD | 0.00022348285 |
| 696 | Exact Indexing of Dynamic Time Warping | 2002 | VLDB | 0.00017991162 |
| 821 | Dimensionality Reduction for Similarity Searching in Dynamic Databases | 1998 | SIGMOD | 0.00016232579 |
| 1,802 | Local Dimensionality Reduction: A New Approach to Indexing High Dimensional Spaces | 2000 | VLDB | 0.0001048177 |
| 1,923 | The A-tree: An Index Structure for High-Dimensional Spaces Using Relative Approximation | 2000 | VLDB | 0.00010079134 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 7,521 | Efficient and Tunable Similar Set Retrieval | 2001 | SIGMOD | 4.7135369e-05 |
| 12,610 | Efficiency-Quality Tradeoffs for Vector Score Aggregation | 2004 | VLDB | 4.1905499e-05 |
| 710 | Efficient Similarity Search and Classification via Rank Aggregation | 2003 | SIGMOD | 0.00017727016 |
| 6,359 | High-Dimensional Vector Similarity Search: From Time Series to Deep Network Embeddings | 2020 | SIGMOD | 5.0912204e-05 |
| 8,899 | Fast Approximate Similarity Join in Vector Databases | 2025 | SIGMOD | 4.4229886e-05 |
| 5,889 | Improving Adaptable Similarity Query Processing by Using Approximations | 1998 | VLDB | 5.2842168e-05 |
| 3,297 | Approximate Embedding-Based Subsequence Matching of Time Series | 2008 | SIGMOD | 7.2549403e-05 |
| 10,090 | Integrating Vector Databases across Embedding Models | 2026 | SIGMOD | 4.1905499e-05 |
| 4,273 | Similarity Query Processing for High-Dimensional Data | 2020 | VLDB | 6.2932217e-05 |
| 1,535 | Efficient Search for the Top-k Probable Nearest Neighbors in Uncertain Databases | 2008 | VLDB | 0.00011461371 |