MISTIQUE: A System to Store and Query Model Intermediates for Model Diagnosis

Summary: MISTIQUE stores and queries model intermediates for ML diagnosis, spanning traditional pipelines and deep nets. It chooses re-run vs. reuse per query and uses quantization, summarization, dedup to cut storage up to 110× and speed queries up to 390× (ML) / 210× (DL). (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 5581
Venue: SIGMOD
Year: 2018
Pagerank: 9.4153917e-05
Overall Rank: 2,157 | 85.02%
DOI: 10.1145/3183713.3196934

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 28 of 28 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
1,666	HELIX: Holistic Optimization for Accelerating Iterative Machine Learning	2019	VLDB	0.00010955907
2,122	SystemDS: A Declarative Machine Learning System for the End-to-End Data Science Lifecycle	2020	CIDR	9.4905306e-05
3,982	How Large Language Models Will Disrupt Data Management	2023	VLDB	6.5595332e-05
4,779	LIMA: Fine-grained Lineage Tracing and Reuse in Machine Learning Systems	2021	SIGMOD	5.9259373e-05
5,698	Dagger: A Data (not code) Debugger	2020	CIDR	5.3669165e-05
6,004	DeepEverest: Accelerating Declarative Top-K Queries for Deep Neural Network Interpretation	2022	VLDB	5.2365238e-05
6,061	Optimizing Machine Learning Workloads in Collaborative Environments	2020	SIGMOD	5.2270653e-05
6,242	Optimizing In-memory Database Engine for AI-powered On-line Decision Augmentation Using Persistent Memory	2021	VLDB	5.1351431e-05
6,290	Lightweight Inspection of Data Preprocessing in Native Machine Learning Pipelines	2021	CIDR	5.1220786e-05
6,329	Efficient Construction of Approximate Ad-Hoc ML models Through Materialization and Reuse	2018	VLDB	5.1030159e-05
6,371	DeepBase: Deep Inspection of Neural Networks	2019	SIGMOD	5.0880545e-05
6,464	Materialization and Reuse Optimizations for Production Data Science Pipelines	2022	SIGMOD	5.0471003e-05
6,735	Hindsight Logging for Model Training	2021	VLDB	4.9420202e-05
7,055	Serving Deep Learning Models with Deduplication from Relational Databases	2022	VLDB	4.8428976e-05
7,656	Nautilus: An Optimized System for Deep Transfer Learning over Evolving Training Datasets	2022	SIGMOD	4.6826896e-05
7,702	ExDRa: Exploratory Data Science on Federated Raw Data	2021	SIGMOD	4.6689015e-05
8,166	Capturing and Querying Fine-grained Provenance of Preprocessing Pipelines in Data Science	2021	VLDB	4.567959e-05
8,340	Deep Learning: Systems and Responsibility	2021	SIGMOD	4.5381546e-05
9,116	Towards Observability for Production Machine Learning Pipelines	2022	VLDB	4.3886184e-05
9,314	Debugging Large-Scale Data Science Pipelines using Dagger	2020	VLDB	4.3531179e-05
9,414	Experimental Analysis of Large-scale Learnable Vector Storage Compression	2024	VLDB	4.3399748e-05
9,911	ElasticNotebook: Enabling Live Migration for Computational Notebooks	2024	VLDB	4.2524493e-05
10,252	CAPS: Cost-Aware ML Pipeline Selection	2026	VLDB	4.1905499e-05
10,350	Flow with FlorDB: Incremental Context Maintenance for the Machine Learning Lifecycle	2025	CIDR	4.1905499e-05
10,508	Privacy and Accuracy-Aware AI/ML Model Deduplication	2025	SIGMOD	4.1905499e-05
11,011	MetaStore: Analyzing Deep Learning Meta-Data at Scale	2024	VLDB	4.1905499e-05
11,315	Towards Observability for Machine Learning Pipelines	2022	CIDR	4.1905499e-05
13,313	DEEM 2019: Workshop on Data Management for End-to-End Machine Learning	2019	SIGMOD	-

Outgoing Citations (Sorted by Pagerank)

Showing 10 of 10 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
20	C-Store: A Column-oriented DBMS	2005	VLDB	0.00086163998
103	ULDBs: Databases with Uncertainty and Lineage	2006	VLDB	0.00049520051
731	The TileDB Array Data Storage Manager	2017	VLDB	0.0001743996
1,412	VisTrails: Visualization meets Data Management	2006	SIGMOD	0.00012112718
1,565	Principles of Dataset Versioning: Exploring the Recreation/Storage Tradeoff	2015	VLDB	0.00011336478
1,970	Compressed Linear Algebra for Large-Scale Machine Learning	2016	VLDB	9.9024431e-05
2,030	Titian: Data Provenance Support in Spark	2016	VLDB	9.734332e-05
2,041	OrpheusDB: Bolt-on Versioning for Relational Databases	2017	VLDB	9.7026746e-05
2,431	Decibel: The Relational Dataset Branching System	2016	VLDB	8.8259664e-05
3,351	Collaborative Data Analytics with DataHub	2015	VLDB	7.1859291e-05

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