Entropy-Learned Hashing: Constant Time Hashing with Controllable Uniformity
Summary: Entropy-Learned Hashing models input entropy to build data-specific hash functions, cutting unnecessary randomness extraction and computation while preserving uniform output. Evaluations on hash tables, Bloom filters, and partitioning show 3.7–14x throughput gains over best-in-class implementations. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Brian Hentschel
- 2. Utku Sirin
- 3. Stratos Idreos
Incoming Citations (Sorted by Pagerank)
Showing 1 of 1 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 9,858 | VIP Hashing - Adapting to Skew in Popularity of Data on the Fly | 2022 | VLDB | 4.269353e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 14 of 14 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 2,742 | Cache-Efficient Aggregation: Hashing Is Sorting | 2015 | SIGMOD | 8.1906104e-05 |
| 7,914 | Efficient Approximate Algorithms for Empirical Entropy and Mutual Information | 2021 | SIGMOD | 4.6179608e-05 |
| 8,820 | Hashing in Practice, Analysis of Hashing and Universal Hashing | 1988 | SIGMOD | 4.4419702e-05 |
| 1,523 | Concurrency and Linear Hashing | 1985 | PODS | 0.00011518774 |
| 9,060 | Sketching via Hashing: From Heavy Hitters to Compressive Sensing to Sparse Fourier Transform | 2013 | PODS | 4.4039656e-05 |
| 11,374 | New Wine in an Old Bottle: Data-Aware Hash Functions for Bloom Filters | 2022 | VLDB | 4.1945683e-05 |
| 5,224 | Neighbor-Sensitive Hashing | 2016 | VLDB | 5.6197981e-05 |
| 10,326 | Learned Static Function Data Structures | 2026 | VLDB | 4.1945683e-05 |
| 1,696 | A Seven-Dimensional Analysis of Hashing Methods and its Implications on Query Processing | 2016 | VLDB | 0.00010881034 |
| 5,314 | Can Learned Models Replace Hash Functions? | 2023 | VLDB | 5.5724608e-05 |