Hindsight Logging for Model Training
Summary: Proposes hindsight logging for model training to enable log replay with low overhead. The flor tool suite blends background logging, adaptive checkpoints, and replay instrumentation, guided by DB recovery ideas; yields ~7% overhead and fast replay. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Rolando Garcia (University of California Berkeley)
- 2. Eric Liu (University of California Berkeley)
- 3. Vikram Sreekanti (University of California Berkeley)
- 4. Bobby Yan (University of California Berkeley)
- 5. Anusha Dandamudi (University of California Berkeley)
- 6. Joseph E. Gonzalez (University of California Berkeley)
- 7. Joseph M. Hellerstein (University of California Berkeley)
- 8. Koushik Sen (University of California Berkeley)
BibTeX Citation
@article{garcia_vldb21,
title = {{Hindsight Logging for Model Training}},
author = {Garcia, Rolando and Liu, Eric and Sreekanti, Vikram and Yan, Bobby and Dandamudi, Anusha and Gonzalez, Joseph E. and Hellerstein, Joseph M. and Sen, Koushik},
journal = {PVLDB},
series = {{VLDB} '21},
volume = {14},
number = {4},
pages = {682--693},
doi = {10.14778/3436905.3436925},
url = {https://doi.org/10.14778/3436905.3436925},
year = {2021}
}
Incoming Citations (Sorted by Pagerank)
Showing 5 of 5 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 9,245 | Towards Observability for Production Machine Learning Pipelines | 2022 | VLDB | 5.2992628e-05 |
| 9,528 | CHEX: Multiversion Replay with Ordered Checkpoints | 2022 | VLDB | 5.2549275e-05 |
| 10,075 | ElasticNotebook: Enabling Live Migration for Computational Notebooks | 2024 | VLDB | 5.1613298e-05 |
| 10,635 | Flow with FlorDB: Incremental Context Maintenance for the Machine Learning Lifecycle | 2025 | CIDR | 5.093636e-05 |
| 11,512 | Towards Observability for Machine Learning Pipelines | 2022 | CIDR | 5.093636e-05 |
Previous
Page 1 / 1
Next
Outgoing Citations (Sorted by Pagerank)
Showing 9 of 9 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 99 | The Design of the POSTGRES Storage System | 1987 | VLDB | 0.00034506601 |
| 233 | Fast Serializable Multi-Version Concurrency Control for Main-Memory Database Systems | 2015 | SIGMOD | 0.00023815642 |
| 640 | Materialization Optimizations for Feature Selection Workloads | 2014 | SIGMOD | 0.00015409494 |
| 1,569 | HELIX: Holistic Optimization for Accelerating Iterative Machine Learning | 2019 | VLDB | 0.00010335423 |
| 1,670 | MISTIQUE: A System to Store and Query Model Intermediates for Model Diagnosis | 2018 | SIGMOD | 0.00010045615 |
| 1,902 | Ground: A Data Context Service | 2017 | CIDR | 9.506714e-05 |
| 1,937 | Elastic Machine Learning Algorithms in Amazon SageMaker | 2020 | SIGMOD | 9.4524758e-05 |
| 1,946 | OrpheusDB: Bolt-on Versioning for Relational Databases | 2017 | VLDB | 9.4334506e-05 |
| 2,235 | Decibel: The Relational Dataset Branching System | 2016 | VLDB | 8.8913373e-05 |
Previous
Page 1 / 1
Next
Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 8,854 | Towards Foundation Database Models | 2025 | CIDR |
| 2 | 6,188 | "Amnesia" - A Selection of Machine Learning Models That Can Forget User Data Very Fast | 2020 | CIDR |
| 3 | 4,592 | Data Platform for Machine Learning | 2019 | SIGMOD |
| 4 | 3,490 | MLog: Towards Declarative In-Database Machine Learning | 2017 | VLDB |
| 5 | 7,609 | Ease.ml/ci and Ease.ml/meter in Action: Towards Data Management for Statistical Generalization | 2019 | VLDB |
| 6 | 5,713 | PreLog: A Pre-trained Model for Log Analytics | 2024 | SIGMOD |
| 7 | 2,657 | Production Machine Learning Pipelines: Empirical Analysis and Optimization Opportunities | 2021 | SIGMOD |
| 8 | 11,512 | Towards Observability for Machine Learning Pipelines | 2022 | CIDR |
| 9 | 9,245 | Towards Observability for Production Machine Learning Pipelines | 2022 | VLDB |
| 10 | 10,635 | Flow with FlorDB: Incremental Context Maintenance for the Machine Learning Lifecycle | 2025 | CIDR |