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: 5580
Venue: SIGMOD
Year: 2018
Pagerank: 9.4239787e-05
Overall Rank: 2,152 | 85.04%
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	0.0001096361
2,122	SystemDS: A Declarative Machine Learning System for the End-to-End Data Science Lifecycle	2020	CIDR	9.4989076e-05
3,995	How Large Language Models Will Disrupt Data Management	2023	VLDB	6.5513237e-05
4,774	LIMA: Fine-grained Lineage Tracing and Reuse in Machine Learning Systems	2021	SIGMOD	5.9316087e-05
5,684	Dagger: A Data (not code) Debugger	2020	CIDR	5.3720749e-05
6,000	DeepEverest: Accelerating Declarative Top-K Queries for Deep Neural Network Interpretation	2022	VLDB	5.2415551e-05
6,053	Optimizing Machine Learning Workloads in Collaborative Environments	2020	SIGMOD	5.2326838e-05
6,247	Optimizing In-memory Database Engine for AI-powered On-line Decision Augmentation Using Persistent Memory	2021	VLDB	5.1389201e-05
6,291	Lightweight Inspection of Data Preprocessing in Native Machine Learning Pipelines	2021	CIDR	5.1269764e-05
6,330	Efficient Construction of Approximate Ad-Hoc ML models Through Materialization and Reuse	2018	VLDB	5.1077416e-05
6,373	DeepBase: Deep Inspection of Neural Networks	2019	SIGMOD	5.0929326e-05
6,469	Materialization and Reuse Optimizations for Production Data Science Pipelines	2022	SIGMOD	5.0519488e-05
6,733	Hindsight Logging for Model Training	2021	VLDB	4.9467666e-05
7,061	Serving Deep Learning Models with Deduplication from Relational Databases	2022	VLDB	4.8463881e-05
7,656	Nautilus: An Optimized System for Deep Transfer Learning over Evolving Training Datasets	2022	SIGMOD	4.6871575e-05
7,704	ExDRa: Exploratory Data Science on Federated Raw Data	2021	SIGMOD	4.6733838e-05
8,163	Capturing and Querying Fine-grained Provenance of Preprocessing Pipelines in Data Science	2021	VLDB	4.5723431e-05
8,346	Deep Learning: Systems and Responsibility	2021	SIGMOD	4.5420668e-05
9,118	Towards Observability for Production Machine Learning Pipelines	2022	VLDB	4.3928288e-05
9,306	Debugging Large-Scale Data Science Pipelines using Dagger	2020	VLDB	4.3572942e-05
9,408	Experimental Analysis of Large-scale Learnable Vector Storage Compression	2024	VLDB	4.3441378e-05
9,912	ElasticNotebook: Enabling Live Migration for Computational Notebooks	2024	VLDB	4.2565279e-05
10,252	CAPS: Cost-Aware ML Pipeline Selection	2026	VLDB	4.1945683e-05
10,338	Flow with FlorDB: Incremental Context Maintenance for the Machine Learning Lifecycle	2025	CIDR	4.1945683e-05
10,499	Privacy and Accuracy-Aware AI/ML Model Deduplication	2025	SIGMOD	4.1945683e-05
11,008	MetaStore: Analyzing Deep Learning Meta-Data at Scale	2024	VLDB	4.1945683e-05
11,313	Towards Observability for Machine Learning Pipelines	2022	CIDR	4.1945683e-05
13,300	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
21	C-Store: A Column-oriented DBMS	2005	VLDB	0.00086087497
101	ULDBs: Databases with Uncertainty and Lineage	2006	VLDB	0.0004955674
734	The TileDB Array Data Storage Manager	2017	VLDB	0.00017455248
1,413	VisTrails: Visualization meets Data Management	2006	SIGMOD	0.00012121257
1,565	Principles of Dataset Versioning: Exploring the Recreation/Storage Tradeoff	2015	VLDB	0.00011345567
1,967	Compressed Linear Algebra for Large-Scale Machine Learning	2016	VLDB	9.9131712e-05
2,027	Titian: Data Provenance Support in Spark	2016	VLDB	9.7437067e-05
2,037	OrpheusDB: Bolt-on Versioning for Relational Databases	2017	VLDB	9.7120139e-05
2,430	Decibel: The Relational Dataset Branching System	2016	VLDB	8.8330417e-05
3,347	Collaborative Data Analytics with DataHub	2015	VLDB	7.1921364e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
10,095	NeurStore: Efficient In-database Deep Learning Model Management System	2026	SIGMOD	4.1945683e-05
10,816	mlidea: Interactively Improving ML Data Preparation Code via "Shadow Pipelines"	2025	VLDB	4.1945683e-05
10,499	Privacy and Accuracy-Aware AI/ML Model Deduplication	2025	SIGMOD	4.1945683e-05
11,000	MisDetect: Iterative Mislabel Detection using Early Loss	2024	VLDB	4.1945683e-05
706	MYSTIQ: A system for finding more answers by using probabilities	2005	SIGMOD	0.00017845469
4,734	MLINSPECT: A Data Distribution Debugger for Machine Learning Pipelines	2021	SIGMOD	5.9615384e-05
9,231	Modyn: Data-Centric Machine Learning Pipeline Orchestration	2025	SIGMOD	4.3690661e-05
10,183	Mixtera: A Data Plane for Foundation Model Training	2026	SIGMOD	4.1945683e-05
11,008	MetaStore: Analyzing Deep Learning Meta-Data at Scale	2024	VLDB	4.1945683e-05
11,147	Reconstructing and Querying ML Pipeline Intermediates	2023	CIDR	4.1945683e-05