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RALF: Accuracy-Aware Scheduling for Feature Store Maintenance
Summary: Addresses costly, frequently stale feature/embedding updates in feature stores by introducing accuracy-aware scheduling that leverages downstream error feedback instead of one-size-fits-all policies. RALF formalizes feature-store regret and schedules updates to minimize downstream prediction error, achieving up to 32.7% error reduction or 1.6× compute savings on large-scale workloads.
(summarized by gpt-5-mini on Feb 09 2026)
- Paper ID
- 13736
- Venue
- VLDB
- Year
- 2024
- Pagerank
- 4.2786659e-05
- Overall Rank
- 9,789 | 31.97%
- DOI
-
10.14778/3632093.3632116
Incoming Non-self Citations Over Time
Incoming Citations (Sorted by Pagerank)
Showing 1 of 1 citing papers.
Outgoing Citations (Sorted by Pagerank)
Showing 12 of 12 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank |
Cited Paper |
Year |
Venue |
Pagerank |
| 54 |
PNUTS: Yahoo!'s Hosted Data Serving Platform |
2008 |
VLDB |
0.0006582344 |
| 317 |
NoScope: Optimizing Neural Network Queries over Video at Scale |
2017 |
VLDB |
0.0002798145 |
| 1,022 |
Coordination Avoidance in Database Systems |
2015 |
VLDB |
0.00014606725 |
| 1,574 |
Approximate Query Processing: No Silver Bullet |
2017 |
SIGMOD |
0.00011289028 |
| 1,669 |
Amazon DynamoDB: A Seamlessly Scalable Non-relational Datastore |
2012 |
SIGMOD |
0.00010945299 |
| 2,654 |
Probabilistically Bounded Staleness for Practical Partial Quorums |
2012 |
VLDB |
8.3639933e-05 |
| 3,333 |
A Demonstration of Willump: A Statistically-Aware End-to-end Optimizer for Machine Learning Inference |
2020 |
VLDB |
7.2064333e-05 |
| 3,553 |
Approximate Selection with Guarantees using Proxies |
2020 |
VLDB |
6.9763548e-05 |
| 4,043 |
TARDiS: A Branch-and-Merge Approach To Weak Consistency |
2016 |
SIGMOD |
6.5034165e-05 |
| 4,925 |
Shared Arrangements: practical inter-query sharing for streaming dataflows |
2020 |
VLDB |
5.818597e-05 |
| 6,205 |
OnlineSTL: Scaling Time Series Decomposition by 100x |
2022 |
VLDB |
5.1541127e-05 |
| 8,867 |
Tolerating Bounded Inconsistency for Increasing Concurrency in Database Systems |
1992 |
PODS |
4.4278616e-05 |
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