Database Paper Browser

Back to papers

Data-Agnostic Cardinality Learning from Imperfect Workloads

Summary: GRASP: a data-agnostic, compositional cardinality learner that trains on imperfect, incomplete/imbalanced workloads, generalizes to unseen join templates, and uses a learned count-sketch to capture join correlations. Adds per-table range-shift models and matches/exceeds data-driven estimators using only 10% of join templates. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
13897
Venue
VLDB
Year
2025
Pagerank
4.1945683e-05
Overall Rank
10,619 | 26.13%
DOI
10.14778/3742728.3742745

Incoming Non-self Citations Over Time

No non-self incoming citations found for this paper in this database.

Authors

Incoming Citations (Sorted by Pagerank)

Showing 0 of 0 citing papers.

Rank Citing Paper Year Venue Pagerank
Previous Page 1 / 1 Next

Outgoing Citations (Sorted by Pagerank)

Showing 35 of 35 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
1 Access Path Selection in a Relational Database Management System 1979 SIGMOD 0.0040449103
71 How Good Are Query Optimizers, Really? 2016 VLDB 0.00059038975
99 On the Propagation of Errors in the Size of Join Results 1991 SIGMOD 0.00050022914
182 LEO - DB2's LEarning Optimizer 2001 VLDB 0.00036962631
204 Learned Cardinalities: Estimating Correlated Joins with Deep Learning 2019 CIDR 0.00034784455
252 Adaptive Selectivity Estimation Using Query Feedback 1994 SIGMOD 0.00030632263
512 STHoles: A Multidimensional Workload-Aware Histogram 2001 SIGMOD 0.00021380733
529 Self-tuning Histograms: Building Histograms Without Looking at Data 1999 SIGMOD 0.00020828852
549 Tracking Join and Self-Join Sizes in Limited Storage 1999 PODS 0.00020376603
608 DeepDB: Learn from Data, not from Queries! 2020 VLDB 0.00019235898
629 Preventing Bad Plans by Bounding the Impact of Cardinality Estimation Errors 2009 VLDB 0.00018942366
758 Deep Unsupervised Cardinality Estimation 2020 VLDB 0.0001706608
790 Exploiting Statistics on Query Expressions for Optimization 2002 SIGMOD 0.0001663283
842 Independence is Good: Dependency-Based Histogram Synopses for High-Dimensional Data 2001 SIGMOD 0.00016031973
897 Selectivity Estimation and Query Optimization in Large Databases with Highly Skewed Distributions of Column Values 1988 VLDB 0.00015528028
910 NeuroCard: One Cardinality Estimator for All Tables 2021 VLDB 0.00015423056
996 Approximating Multi-Dimensional Aggregate Range Queries Over Real Attributes 2000 SIGMOD 0.00014741524
1,254 Selectivity Estimation for Range Predicates using Lightweight Models 2019 VLDB 0.00013027411
1,638 Cardinality Estimation in DBMS: A Comprehensive Benchmark Evaluation 2022 VLDB 0.00011049779
1,737 QuickSel: Quick Selectivity Learning with Mixture Models 2020 SIGMOD 0.00010720294
2,137 SASH: A Self-Adaptive Histogram Set for Dynamically Changing Workloads 2003 VLDB 9.4719326e-05
2,783 Flow-Loss: Learning Cardinality Estimates That Matter 2021 VLDB 8.1293383e-05
2,985 DSB: A Decision Support Benchmark for Workload-Driven and Traditional Database Systems 2021 VLDB 7.7795847e-05
3,241 TPC-DS, Taking Decision Support Benchmarking to the Next Level 2002 SIGMOD 7.3305643e-05
3,924 A Unified Deep Model of Learning from both Data and Queries for Cardinality Estimation 2021 SIGMOD 6.6271553e-05
3,954 Efficiently Approximating Selectivity Functions using Low Overhead Regression Models 2020 VLDB 6.5926838e-05
3,990 FactorJoin: A New Cardinality Estimation Framework for Join Queries 2023 SIGMOD 6.5581983e-05
4,417 Robust Query Driven Cardinality Estimation under Changing Workloads 2023 VLDB 6.2037371e-05
5,401 ALECE: An Attention-based Learned Cardinality Estimator for SPJ Queries on Dynamic Workloads 2024 VLDB 5.5285035e-05
5,972 SafeBound: A Practical System for Generating Cardinality Bounds 2023 SIGMOD 5.2474768e-05
7,123 ASM: Harmonizing Autoregressive Model, Sampling, and Multi-dimensional Statistics Merging for Cardinality Estimation 2024 SIGMOD 4.8251036e-05
7,457 Selectivity Functions of Range Queries are Learnable* 2022 SIGMOD 4.7247191e-05
7,828 Modeling Shifting Workloads for Learned Database Systems 2024 SIGMOD 4.6407986e-05
8,697 Convolution and Cross-Correlation of Count Sketches Enables Fast Cardinality Estimation of Multi-Join Queries 2024 SIGMOD 4.4657888e-05
9,812 A Practical Theory of Generalization in Selectivity Learning 2025 VLDB 4.2783272e-05
Previous Page 1 / 1 Next

Semantically Similar Papers