All-Distances Sketches, Revisited: HIP Estimators for Massive Graphs Analysis
Summary: Unified exposition of All-Distances Sketches (ADS) plus Historic Inverse Probability (HIP) estimators for scalable, near-linear per-node sketching of massive graphs. HIP halves variance of prior neighborhood-size estimates, yields polynomial gains for broader queries, is unbiased/simple, and empirically outperforms HyperLogLog. (summarized by gpt-5-mini on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Edith Cohen (Microsoft)
BibTeX Citation
@inproceedings{cohen_pods14,
address = {New York, NY, USA},
series = {{PODS} '14},
title = {{All-Distances Sketches, Revisited: HIP Estimators for Massive Graphs Analysis}},
url = {https://dl.acm.org/doi/10.1145/2594538.2594546},
doi = {10.1145/2594538.2594546},
booktitle = {Proceedings of the {ACM} {SIGMOD} Symposium on {Principles} of {Database} {Systems}},
publisher = {Association for Computing Machinery},
author = {Cohen, Edith},
year = {2014}
}Incoming Citations (Sorted by Pagerank)
Showing 9 of 9 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 4,500 | Approximately Counting Triangles in Large Graph Streams Including Edge Duplicates with a Fixed Memory Usage | 2018 | VLDB | 6.6603827e-05 |
| 5,864 | SetSketch: Filling the Gap between MinHash and HyperLogLog | 2021 | VLDB | 6.0619574e-05 |
| 5,998 | Approximate Distinct Counts for Billions of Datasets | 2019 | SIGMOD | 6.0142553e-05 |
| 6,920 | UltraLogLog: A Practical and More Space-Efficient Alternative to HyperLogLog for Approximate Distinct Counting | 2024 | VLDB | 5.7390922e-05 |
| 6,934 | Better Cardinality Estimators for HyperLogLog, PCSA, and Beyond | 2023 | PODS | 5.7351e-05 |
| 8,379 | Sampling Big Ideas in Query Optimization | 2023 | PODS | 5.4378437e-05 |
| 9,444 | An Efficient Algorithm for Distance-based Structural Graph Clustering | 2023 | SIGMOD | 5.2675506e-05 |
| 10,067 | Shared Load(ing): Efficient Bulk Loading into Optimized Storage | 2020 | CIDR | 5.1643809e-05 |
| 12,036 | An Efficient MapReduce Cube Algorithm for Varied Data Distributions | 2016 | SIGMOD | 5.093636e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 4 of 4 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3 | Pregel: A System for Large-Scale Graph Processing | 2010 | SIGMOD | 0.0012250108 |
| 195 | Fast Exact Shortest-Path Distance Queries on Large Networks by Pruned Landmark Labeling | 2013 | SIGMOD | 0.00025813775 |
| 482 | An Optimal Algorithm for the Distinct Elements Problem | 2010 | PODS | 0.00017772185 |
| 3,481 | Tighter Estimation using Bottom k Sketches | 2008 | VLDB | 7.376137e-05 |
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| 1 | 7,211 | Toward a Distance Oracle for Billion-Node Graphs | 2014 | VLDB |
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